{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分类数据可视化\n",
    "\n",
    "将不同的分类图类型视为属于三个不同的族，将在下面进行详细的讨论。它们是：\n",
    "\n",
    "分类散点图：\n",
    "\n",
    "- **stripplot()** （参数**kind='strip'**；默认值）\n",
    "- **swarmplot()** （参数**kind='swarm'**）\n",
    "\n",
    "分类分布图：\n",
    "\n",
    "- **boxplot()** （参数**kind='box'**）\n",
    "- **violinplot()** （参数**kind='violin'**）\n",
    "- **boxenplot()** （参数**kind='boxn'**）\n",
    "\n",
    "分类估计图：\n",
    "\n",
    "- **pointplot()** （参数**kind='point'**）\n",
    "- **barplot()** （参数**kind='bar'**）\n",
    "- **countplot()** （参数**kind='count'**）\n",
    "\n",
    "这些族使用不同级别的粒度表示数据。在决定使用哪个时，首先要考虑的是需要回答的问题。\n",
    "在本教程中，我们将主要关注图形级界面**catplot()**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(style=\"ticks\", color_codes=True)\n",
    "sns.set(font='SimHei')  # 解决Seaborn中文显示的问题\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决保存图像是负号'-'显示为方块"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分类散点图\n",
    "\n",
    "- **stripplot()（堆积散点图）**\n",
    "\n",
    "一个类别的所有点都将沿着分类变量相对应的轴落在同一位置。使用**stripplot()**方法，即默认的“堆积”，**catplot()**通过少量的随机“抖动”来调整点在分类轴上的位置："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3d7c92850>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = pd.read_csv('../dataset/tips.csv')\n",
    "sns.catplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用**jitter**参数，可以控制抖动的大小或完全禁用它："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da5cd820>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deWBUVZ42/ufeqkpVpZKq7DthCSAQBFFAWWRXFBURF8a27RZpfXuQ7hd/dPfvpe1RQUdnHPtVx+nWdm1lmLa1RXEFWVpZRBbZQ1gMECAkZN8qSa33/SN2QeVeQlKm6txKPZ+/uIcEHsvwrVvnnvM9kqIoCoiIKOxk0QGIiGIFCy4RUYSw4BIRRQgLLhFRhLDgEhFFCAsuEVGEGEUH6K6ammb4/VzJRkT6lJ6eeNHf4x0uEVGEsOASEUUICy4RUYSw4BIRRQgLLhFRhLDgEhFFCAsuEVGEsOASEUUICy4RUYSw4FJEKJ42KIpfdAwioaJuay9FF39LA9o2vgzf2WJIthRYJs2Hsc/lomMRCcE7XAor146/wXe2GACgOGvRtvFPUHwewamIxGDBpbDy15wMulZczVCaasSEIRKMBZfCypAzLOhaSkyD5MgQlIZILM7hUliZx8wFPC54S/dATsqGefyPIEl8n6fYJIXzmPRZs2YhNTUVADBmzBjceeedWLx4MQBg9uzZuOeee7r9Z7IfLhHpWWf9cMN2h1tRUYH8/Hy8/PLLgbEFCxZg4cKFmDRpEubPn4+pU6ciJycnXBGIiHQlbAV3586dOHLkCO6++24oioKlS5eiuLgYkydPBgBMmDABO3bswJw5c7r156amJoQjLhFR2IWt4A4cOBCvvfYaCgoKsHPnTjz77LPIzMwM/L7dbkdlZWW3/1xOKRCRngmZUujfvz8sFgsAYOjQoTh27FhgPhcAnE4nwjh9TESkO2F7XLxs2TJs3boVALBmzRqMGDECDocD5eXlAICioiLk5eWF668nItKdsK1SKCsrw5IlS+B0OpGZmYlly5ahuLgYL730EkaNGoXNmzdj1apVsNls3fpzOaVARHrW2ZRCWJeFaSkpKUFRUREmT54Mh8PR7e9nwSUiPdNVwf2hWHCJSM+EPDQjAgDF70Pb1pXwle6GbM+AecrPYLBzay/FJt7hhmhbUQU+21YKv6Jg5th8TBrJDRxaWje8BG/J9vMDcfFI+OkfIEmSuFBEYdTZHS43tYegtKIJr318CGXVTpTXtODPnx/G0dP1omPpkrd0b/CAuwW+yhIxYYgEY8ENwaHSWnS8xz50slZIFr2TjHHqMevF7wCIejMW3BDkZ6gLRn4mi4gW0+i5Qddy5iAY7JkX+Wqi3o0PzUJQ2D8Fs67pi3W7TkNRFEwZlYtRg9JEx9Il87CpMKT3h/fYVsjp/WAqGCc6EpEwfGj2A7g9PigAzCaD6ChEpBNcFhYmcSy0RNQNnMMlIooQFlwioghhwSUiihAWXCKiCGHBJSKKEBZcIqIIYcElIooQFlwioghhwSUiihDuNAtRaUUTvth5GgoUTL8yDwW53T8uiIhiCwtuCKobWvH0ym/h9vgBALsOV2HZ/WOQndq9AzGJKLZwSiEEu49UBYotAHh9fuw6XCkwERFFAxbcECQlmrs0RkR0IRbcEFw5OB2F/VMC14P7JOGaYWyqTUSdYz/cH+BkRSMUBeifbRcdhYh0gv1ww6RfFgttV3iOfQ1v6V7ISVmIu3wmJDMfLlJsYsGlsHIXrYdr638Hrn3lRxB/y1KBiYjE4RwuhZXn6Naga1/5EfibqgSlIRKLBZfCSrJ2mHYxGCHFxYsJQyQYCy6Flfmq24DAnK2EuCvncA6XYhZXKVDYKe5W+CqOQnZkQXZw+Rz1blylQEJJcVYY80eKjkEkHAsukU6ca6nC6pLPUdVSjRHphZjVbwYMskF0LOpBLLhEOuBX/PjjvjdQ3VoDADjrrIBBkjGr/3WCk1FP4kMzIh0411IVKLb/cLD6sKA0FC4suEQ6kGx2wGyICxrLsmUISkPhwoJLpAMWowV3X3Y7rEYLAKBPQg5uGTBTcCrqaVwWRqQjbp8HTe5mpFqTRUehEHW2LIx3uEQ6Emcwsdj2Yiy4REQRwoJLRBQhLLhERBHCgktEFCHcaUakE9WtNfioZA2qWqsxIm04ZvabClniPVFvwoJLpAN+xY8/7HsdlS3VAIBTTWWQJAk39JsmOBn1JL59EunAuZaqQLH9h/3VRYLSULiw4P4ATS1uNLa4RcegXiDJ7ECcbAoay7CmC0pD4cIphRAoioIVXxzFpr1noUDB+MIszJ81FLIsiY5GUcpqtOCuy27De0c/hMvnRrYtk1t7eyFu7Q3Bvu+q8cLf9geN/fzWQowdytMM6Idp87rQ4G5EhjUNksQ38GjEEx96WHlNS5fGiLrLYjTDYuRUwqXUrvkMdeu+gGQwIOXmW5A0aYroSF0SkTnchx9+GKtWrUJ5eTnmzZuHefPmYeXKlZH4q8Pi8gEpkC+4+5AAjChIFReIKIY4D+5H9d/eha+hHt7aGlS+/We0lZ4UHatLwl5wP/vsM2zcuBEA8Lvf/Q4LFy7EO++8g3Xr1uHs2bPh/uvDIjc9AQ/NHY6BeQ4U5Njx8znD0T/bfulvJKIfrPXoUY2xIwKSdF9YpxSqqqrw+uuv4+6774bP50NxcTEmT54MAJgwYQJ27NiBOXPmhDNC2IwalI5Rg/jRjyjSLP0HdGlMj8JacB977DEsXboU27ZtQ1tbGzIzzz9UstvtqKys7PafmZqa0JMRKQKai79Gy9GdMKXmwjHmJshmq+hIFMXSr58M+dwZnP3kM0gGA/LumIu8cVeKjtUlYSu47733HgoKCjB69Ghs27YNFosFbvf5NatOpxOhLJDQwyoF6jr3ob/DteWtwHXjd/sQf9NvBCai3iD+htkouP5mQJIgSRKqqppERwoQskph/fr1aGxsxL333ouysjLExcXBYrGgvLwc2dnZKCoqwrRp3LbY23mObA669pUdgr+pGnJimqBE1FtIcvTt2wpbwf3Tn/4U+PWLL76I3Nxc2O12LFq0CKNGjcLBgwexfPnycP31pBOSpcMUkGyEFMcpBYpNEd/4UFJSgqKiIkyePBkOh6Pb388phejiqzyOlo+fBnweAIBp5E2wXH2n4FRE4aOrjQ8FBQUoKCiI9F9LgvgqSwLFFgD8544JTEMkVvRNglBU8Rz7OujaV3EU/qYqQWmIxGLBpbCSrB02hBiMkOLixYQhEoy9FEL0TVEFPv2mFIoCzBzTB9eOzBEdSZfMo+eipfwo4GkFICHuylshmW2iYxEJwYIbgtKKJrz68SH849Hdm58fRlZqPAblJQnNpUf+horviy0AKPBXlwrNQyQSpxRCcKi0Fh3XSRSdqBWSRe/cB9cFXXtP7ILfWScoDZFYLLghyM9QL/voozFGgGQwdRiQAdkgJgyRYCy4ISjsn4Ibr8mH0SDDaJAw46o8XDmYO6e0xF1xMyCfn7kyDZsKueODNKIYwRMffgCXxwcogDmOd2yd8TdWwXvmAOSkbBhzhoqOQxRWnW18YMElIupBnRVcTikQEUUICy4RUYSw4BIRRQgLLhFRhLDgEhFFCAsuRYTi84qOQCQceylQWPnbmtD291fgO30QUmIaLJPmw5g7THQsIiF4h0th5d7xHnynDwBQoDRVoW3DS7zbpZjFgkth5as6EXSttDVBaaoWlIZILE4phOjo6Xqs3XEKigLMGJ2HYf1SREfSJUP2EPhrTgeuJVsKJHuGwERE4rDghuBcXQuefWcvvD4/AODA8Ro8dt8Y5GUkXOI7Y495zO1Q3C3wlu6FnJQNy/gfR+Xx1kQ9gQU3BHuPVQeKLQD4/Ap2H61iwdUgmSywTnlAdIyoUdVSg+rWGgxI6gezIU50HOphLLghSLWbVWMpGmNE3bHm5AZ8cvwLKFCQYLLhl6MeRG5CtuhY1IP42S4Efr96zKs1SNRFzW4nPjuxHsr3Z4k0e5z47MS6S3wXRRsW3BB8ubdMNbZpb7mAJNRbOL0t8Cm+oLEGV5OgNBQuLLhEOpAZn45kc/AhpENSBgpKQ+HCghuCWdf0VY3dcHW+gCTUWzg9LWhyB9/RVrRUCUpD4cKCG4LhA1Jx19SBSLCaYLMacdu1/TF2aKboWBTFmtzN8HaYUqhvqxeUhsKFqxRCdMPV+byrpR6TZctAn4QcnG4+Gxi7KvMKgYkoHHimGZFONLiasLZ0I6paqjEyvRATc68RHYlCwEMkiYgihIdIEhHpAAvuD1BZ34pztS2iYxBRlOBDsxD4/Qpe+bgIO4orAQBXDEzDwtuGw2jg+1dHit8H995P4S3dA9mRBfPYOyAnpIqORSQEC24I9hyrDhRbANj7XTV2Fldi3PAsgan0yb3nE7i//QAA4K86AX/tadjueFJwKn062XgK7x39CFUt1RiRXoi7Bt+KODaw6VV4SxaCqvrWLo0R4D25O+jaX3sG/oZzgtLol8/vwyv738LJxlNweluwrXwnPjnxhehY1MNYcEMwfECyamxYf/UYAbKjw4YQkwVSfJL2F8ewcy1VaOiw0+xY3XFBaShcWHBDcLrSqRo7U6UeI7TP2Tq+n2oxWWCZcC8kE1tZdpRmTYXNGB801tfeR1AaChfO4YagudWjGnNqjBEg2zMQf9fT8NeXQ7YlQ4qzio6kS3EGE+YX/gh/ObIKtW11KEy9DLcMmCk6FvUwbnwIJUNjG/7/l7cFcsgS8MQD1yA7Jf4S30l0aV6/F0aZ90LRihsfetjxsoagou9XgO9Os9EI9QwW296LBTcE3x5Vt83TGiMiuhDfSkOQkayeOkhP4tykFsXnhfvbD77f+JAN89V3qVcuEMUI3uGGYPpVebDEGQLXcUYZN4xlq0Yt7t2r4d77Kfx1Z+E9+S1a1zyHKHtsQNRjOr3DXbp06SX/gKeffrrHwkQLhy0Oy+4fiy/3lkHxA5OuyEGqwyI6li55T+0LuvY3VEBpPAfJwV15FHs6Lbhjx46NVI6ok55kxZ1TeObUpcjJOfDXnDo/EGeFZOMmEYpNXBb2A1Q3tEJROH/bGX9zDVrXPg9/zWnAbIPl2p/CNIBv5NR7sQF5D/P7FTzzl904eroBANA/OxFLf3wVu4V1wt9cA8mSCMnIZizUuwldh+t0OrF582YcOnQo3H9VxGz49kyg2ALAifImfLqtVGAiffO3NsJXcQz++nLRUYiECuuyMLfbjZ/97GeYNGkSdu7ciUmTJmHmzJlYvHgxAGD27Nm45557whkhLA6drFWNHS6tw60T+wtIo2/esmK0fvYs8P2JtMYhU2CddJ/YUESCdFpw/+u//uuSf8CiRYsu+nslJSVYsGABZsyYgWnTpuGZZ57B5s2bsXDhQkyaNAnz58/H1KlTkZOT0/3kAo0cmIp9JTVBY5cXsKm2lravXg8UWwDwHv4S/jFzIVvtAlPp17G646hqrcbQlMFItrCrWm8T1imFoUOHYsaMGSgpKcEf//hH3HrrrSguLsbkyZMhSRImTJiAHTt2hDNCWBhkSTWmMUQAlLZG1Zi//qzGV9Jfj3yI5/e8jJWH/4Zl3zyD7+pPiI5EPazTO9zO7l67Y/v27Th58iTi4+ORmXl+l5HdbkdlZWUn36mWmprQI5l+iKLSBtXY4dMNuPfmi0+Wxyp3Vn+4zhw5PyAbkDlsJGQ+PAtS19qAzWe3Ba49fi++LN+EcYNGCExFPS0iW3t/9KMfYfz48Vi8eDE8nvNtDJ1OZ7d3HelhlULfzATs6PAMMD/DhqqqJu1viGHGKf8MzyfPtN/VmiywTF6AmjoXAJfoaLpS3Vqv+rfQ1NrCn6koJGyVwnvvvYdnn30WAFBfX4/k5GQ4HA6Ul7c/rS4qKkJeXl44I4TFdaPz0Cfj/J12dko8bh7XT1wgHZPjk2C76ykk/PQPSPjpH2EaMEZ0JF1Ks6agMHVI0Nik3PGC0lC4hHUdrtvtxm9+8xtUVFTAbDbj0UcfxYkTJ/DSSy9h1KhR2Lx5M1atWgWbzdblP1MPd7j/cPxsI/yKgoIcOySJk7haFHcL2ja92d68Jikblok/hSGTO/S0eHwebCvfhcrWKoxMK8Sg5ALRkXTLdfo06jd9CclgQNLU6YjL1E9DpJA3Pnz++ee48cYbAQAffvih5tfMmTOn24FKSkpQVFSEyZMnw+FwdOt79VRw6dLatrwNz6GNgWspPgm2H/0ekmzo5LuILs59rgKlyx6F4nYDAGSbDf2eeBpGuz5WvnRWcDudw929e3eg4G7fvl3za0IpuAUFBSgoiP537/IaJxQFyEnr+h16rPGdOxZ0rbTUQ2msgpTE5jUUmqYd2wPFFgD8Tiead+9C0pRpAlN1TacF95FHHgn8Oha7gl2Mz+/Hyx8WBZqOjyhIxaK5l3NrrwZDxsD2Pgrfk6wOSPY0gYn0y+1zY+vZHahsqcbI9EIMSRkkOpIuyfHqftSG+Oi46WGFCMGeo9VBJzzsL6nBjuJzAhPpl3nsHTD2uwqQZMjJubBctwgSj5DR9MqBt/G3Yx9hU9nXeHHvq9hVsUd0JF2yj5+IuNzzD9stAwch4cqrBCbqum795Lvdbpw8eRJ+vx/9+/eH2Rybx13XNLapxqob1GME+F0t8FUeBxQ//I3n4K89DWTxzq2j6tYaFNceDRrbVPYNRmeNEpRIvwxWK/o+ugwtxUWQDEZYLxsCSY6Oe8cuF9xNmzZh6dKlSE5OhiRJqKmpwZNPPolp0/Q/b9LTrhiUhve/Og6vzw+gfefZlYPTBafSp7a1z0NpqWu/8Hnh2rICxkETIJti8836YkxyHCRIUHD+gbDFyNfoYiSDAbbh0bcppMsF9/HHH8crr7yCwsJCAMDhw4fxz//8zzFZcDOT4/Grf7oCX+w8Db9fwXWj85CXLn4HnB75GzvuJFTgrzgKuc/lQvLolcOciCl5E/D3M1sAAHGyCTf0i71/W71dlwtuQkIC+vTpE7jOyclBXFzsbs8c3CcJg/uwucilSIkZUOrLLhyBnDVYWB49u2PwbFyZORJVLdUYkjIYDjO3ivc2Xe4W1q9fP8yZMwfXX389JEnChg0bggowkZb4Gx9Gy+onobTUA7IR5nE/4nRCJwY4+mKAo6/oGBQmXb7DHTx4MAYPPn9nMnv27LAEot5FTkxD/O3L4T29H3JKHxjTWEwuxq/4caD6ECpbqnF52lBk2fSze0pv6tavQ936tZAMBqTMugWOCRNFR+qSHtnae+utt2L16tU9keeSuNMsuvgqjqHls2cBb3uzmrhRt8A85nbBqfTpjYMr8W1l+ynHEiQ8NHIBhqZy+qUjZ9FBlD337PkBSUL+vzwOS74+3szD3rympqbm0l/Uy1TUtuB/1h/FynVHUVbVLDqObrl2rw4UWwBw7/sMShtfr47q2uoDxRYAFCh4/9jHAhPpV+uRw8EDiqIe0ymuQA9BXZMLT761Cy0uLwBgy4FyLL9/LE/v1eBvquow4IPidUECV3VcqKZNfWxTvVvdd5kAc99+qjFLv+g43io6VgvrzK4jlYFiCwAut487zS7G71ePsXGNSka8eh13upVboLUkXHkVkq+/AZLJBMlsQeqcubAOio6pF97hhiDBYlKN2TTGCIDPrRpStIpwjLPHJWJa3rXYeGYzAMAkm3DX4FsFp9InSZKQftc/IW3uHYAkQTJEzxs4C24IRg9Jx4bddhw/235eV35GAq4p5BNlLYpH42QHD7dBa7l98C0YnXUFKluqMSRlEBLjOO3SGckYfeWrRxJv2bKlJ/6YqGEyGvDbH1+F4tI6KIqCof2SYYiSvdwRpzV9EL6e91Gvr70P+tq5vr23ir63CJ2QZQmF/VNEx9A9Q24hfMcvOJnZaIbsyBAXiEigTgvuxU55uFAoDch7g60HyvHJtpNQFOCGsfmYMipXdCRdkuKCV25IxjhA4qcBik2dFtyLnfJwoVgsuCcrGvH6p8WB67fXHkFOmo29FTT4q44HXSttTTzxgWJWpwWXpzxo+2rPWdXYht1nWHA1GNL7dzjxwQ4pkcudKDbxs10IPD71siaPh0udtMjpwWfXSYnpkAx8dECx6QcV3Obm2NyimZSg7naVlBC7rSo74/52VdC1v7IEvubY2wpOBHRjlcLXX3+N5557DrW157cg1tbWYs+e2Dt3yWiQVGMmU/Qsvo4kxa1ec6s0VQMJqQLS6F+rtw0NrkZkxqdDktQ/ZxTdulxwly1bhmeeeQZPPPEEHn30Uaxfvx5er/fS39gLybL6H4JBY4wAQ/YQ+E6fb8oCYxwMmTzTTMvXZ3fivaMfwu33ICs+AwtH3o9UK5ce9iZdnlJoaWnB5ZdfjgkTJqCiogK/+MUv8Omnn4Yzm25lONRNalLtbKqtxTpjIQz5IwGDCZI9E9ab/0/UHPgXSa3etkCxBYCKlkp8fPwLwamop3X5DnfKlCl4+OGHcd9992H58uU4ePAgTKbY7B/w9aEK1dj2Q+cw/SruEOpIMplhGjwRktkGOSkbhqRs0ZF0qcHVECi2/1DZWnWRr6Zo1eWCu3z5chw4cAAjRozA/PnzsW/fPjz//PPhzKZb9U3q/gANTnWTFgLcxV/CtfnPgWtfWTHib/6NuEA6lRmfgQxrelCRHZlWKDARhUOXP9tJkoQRI9qPJZ49ezYeeeSRoCN3YslN49Sd5WeOyReQRP9cez8JuvadPQR/U7WgNPolSRKSLY6gsXQrHyz2Nl0uuI8++mjQdXNzM6677roeDxQN+mSoj9AoyHVofCXBWaca8rtaBATRt5rWWhyp+y5obFPZNkFpKFy6XHA3btwYdJ2QkACfz9fjgaLB3u/Ud2jfHq0UkCQKaPVN8LI9Y0cG2QAJwStdTHJsPiPpzS45h/vBBx9g1apVaGhowE9+8pPA+Llz5zBjxoywhtOr5laPaqypRT1GgCF/JHwndp0fMFm5LExDktmBCTljseVse/8So2zEdX2niA1FPe6SBXfs2LHIycnBL3/5SyxatCgwnpycjEGDYvMfTqJF/bIlxvNuRIt1+s/Rtvkt+Er3QUpMg2XaA1zQfxH/dNlcjMoYgarWagxLGYJUa7LoSNTDLllwc3NzkZubi4EDB2Ls2LGRyKR7RqP6Y7LMIqJJko2wTl4gOkZUkCQJQ1IGYQhi80YmFnR5DnflypWora3FF198gXXr1gVt8Y01B46r/9sPnYzd14N6ToXzHA5UH0Ir57l7pS6vw928eTOWLl2KkSNHAmhfl/v0009j4sSJYQunV36/+ogYn8YYtfPVn4Xv1AHISVkw9BnBKYWLWHHoXXxT0T7fbZAM+OUVD2Bg8gDBqfSp/u8bULfuC0gGA1Juuhn2a8aLjtQlXS64Tz31FN566y0UFLS32yspKcFDDz2ENWvWhC2cXk26IgeHSoOXO107MkdQGn3znt6P1jUvAEr7ihbTkCmwTLpPbCgdqm+rDxRbAPApPqw4/C6Wjfs/AlPpU0vxIVSuXBG4rnj9VZhz+8DcR/87Pbs8pdDW1obMzPMn02ZkZMDl0jiRNQaMHZqJqaNyYZAlyJKEiZdnY8oVPGJHi3v3x4FiCwCew1/B39IgMJE+nWkuV401umKz/emlNO/bGzygKHAe3C8mTDd1+Q73nnvuwd13343Zs2dDkiR8/PHHuPfee8OZTdf6ZSXi4HEz/IqCftnqjRDUzt94rsOIAsXHJXQdXZYyCLIkw6+cb2Tfz6H/OzYR/E6neqw1Oua8u1xwf/azn6GwsBCbNm0CACxevDhml4WdKG/Em58fDlz/9xdHkZtmw2X5XMbTkQL1fK3ki822np0xyUY8OPwnWHH4PTg9TvSz5+PBy39y6W+MQcYLPmkHxtKiYxt0lwvuAw88gFdffRXjxo0D0D7FMGPGDGzZsiVs4fTq8Cn1dtXi0joWXA2SwQTV40SzTUQU3bs8fRieSX9MdAzdc4ybgPov1sLf0n6na0xORuJVYwSn6pouF9zi4uJLf1GM6Jdl79IYAZI5HkrHqUhvGwBOw1BoTKmp6PvYMjRu3QLJaIR9wkQYbNHxJn7JgvvWW2/hrbfeQl1dHaZPnw4AUBQFDQ0NeOCBB8IeUI8u65OENIcF1Q3t80ZJCXEYPoCd+bVIloTgAYMJEo/XoR/IlJqG1NlzRMfotksW3Llz52L69Om488478fbbbwfGk5KSYIuSd5We9tW+s4FiCwD1zW58sfM0Zl2jbtsY65S2puABnwdKYyUkR5aYQEQCXbLgJiYmIjExEePHj0duLpc+AcD+EvWpsweP17DgapBT8uGvOX1+wGyDZOOnAS21bXX45PgXqGqtxsj04ZjW51rIWt3WKGp1eQ7397//fThzRJVh/ZKxr0OLxiF8YKbJPPYO+OrOQKkuBeJssE75GSQjj5TvSFEU/GHfG6hwti+jO95QCkVR2DHsIuo2rkf9urWAwYDUm26BfdwE0ZG6hG+fIeibkaAay89UjxHgb6iAUlfWfuF2wlvGh69azrVUBortP+ypOiAojb45DxWh6n/+G56qKngqKlDxxmtwnT4lOlaXsOCGYN23p1Vj6789IyCJ/rl2rgIuWHfrObgO/o7zugSH2a5qOM4jdrS1Hu7wpq0oaOk4plMsuCE4V9OqGqusV48R4K862WFEgb+NR+x0ZDVacWXGiMC1QTLg2txrBCbSL3Nf9bMSc99+kQ8SAhbcECTZzeoxG+clNfnV23iVpo7bfanV24bdlef7AfgUH7aU7RCYSL8SrhyNpOtmQjIaIZnNSL31NsQPvkx0rC7p8kMzOu+ma/riYIeeuLPG9RMTJgopfv+lvyjG1Lsa4Onw5nS84YSgNPomSRIy5t2NtLl3QJIkSMboKWNhTdrc3Ixf/epXcLvdaGhowJNPPomkpCQsXrwYQPtx6/fcc084I4TFZfnJ+OkNl2H1lhNQFGDWuL64YmCa6FhRQ2ltFB1Bd2SNnhN+hT2WOyObou9Yq7AW3NWrV2P27NmYNWsWNm7ciBdffBEulwsLFy7EpEmTMH/+fEydOhU5OdHXSzbVYUFOmg2KAqQnWUXHiSpyfJLoCLpjM9kgQYJyQewdDkMAABesSURBVOeJ7PgMgYkoHMJacC+8e62pqUF6ejrWrVuHyZMnAwAmTJiAHTt2YM6crm/RS00Vv/zq9LkmvPDe/sApD0dO1eH/Lp6MgjwWko6ajGbAG9w3OX3QZTDZ2UvhQg6vGSaDEe4LWlc6bAlIT+fr1JtEZPKjtrYWb775Jl599VXs33/+wYDdbkdlZWW3/qyammbNI24i6e87SoOO1PErwIbtpbCbDQJTRY+as5UwuNQPHmPZ2eaKoGILAGcazqGqikvook1nb5JhX6Xg8XiwZMkSLFmyBFlZWXC73YHfczqdUKJwnqqlTd3PtbmNTbU1ae0qM0TPQ45ISbOkQOowj8ttvb1PWP+P+nw+LFmyBNOnT8f06dNhMBjgcDhQXt5+nEhRURHy8vLCGSEs4i3qgpFojb4J/EgwDQ7eciklpEJm4xqV6rbaoPlbAPCyUXuvE9Zbjffffx9ffvklqqqq8OmnnyInJwf3338/Fi1ahFGjRuHgwYNYvnx5OCOExajB6Vi16XhgWkGWJFw5OF1wKn0yj7kdAOAt3QPZkQ3LNfN4aq+GFEuS6qGZLPMOt7cJa8G96667cNddd6nG+/fvj6KiIvziF7+IyhaPWSnx+P/mXYG1O07B71dw3Zg+yM/kww0tksEEY+4wwOuG7MhiL9yLqHM18A43BgiZTCsoKAgctx6thvZNRr+sRCiK9hQDtfMc3YK2L18LXHvLihB/w8MCE+lTvNGiGqt38XTj3oaVIkT/s+4oNu5ub1hz7Yhs3HvDEMj8qKziPvT3oGvfqX3wN9dA5p1ukKO1JaqxNp9L4yspmnGSKAR7j1Vh/bdn4Ffal4R9ta8c24vYH0CL36k+cFMycklYR2nx6qbsXKXQ+/D/aAi2HixXjx1QjxGAlnrVkK+pSkAQfbPHOVRjRokfQHsbFtwQ1De5VWMNTvUYAdBYZ61o3PXGurPN6jfsjg/RKPqx4IZAa7NGNG7giAz16yKn8ey3jgrThsAoBe9UHJjUX1AaChcW3BBkpMSrxtjApus8330jOoLuyJKMn4+Yj3hjPGRJRt/EPPx8xH2iY1EPY8ENwaBc9XxbQa5dQJLoJCdFX3e4SFh36iu0eFvgV/wobTqDPRc0JKfegQU3BN8eVTfc2XtMfXQ6AYhT3/kbU6NvO3e4VbfW4EjdsaCxz09uEJSGwoUFNwQ1Der1kXXNXDOpxTRkStC1ZEuFnMht0B01u52qsUZ3s4AkFE4suCFISlB3wEqwcgmPFt/Zw0HXSkstFJe6uMS6ZIu6l3KGlaeI9DYsuCFwe9Vncnm9XKWgxd/QYbmTosDXUCEmjI45zHaMSCsMGrtpwAxBaShcWHBDYDapG43HxfGl1CJZ1E19uK1Xzef3oai6OGhsS9l2QWkoXPg5OATDB6Tg8KngHVTD+qq3ZhJgyBwI74U7y0xWnmmm4WhtCXwI/uS0v/qQoDT6V/HWG2j8eiskSUbSjBlIv2Oe6EhdwtuyENQ1tqnG6pvVYwT4zhQFD3ha4avnlEJHZU7uNOuquo0b0Lh5E+DzQfF6ULfmczTt2ys6Vpew4IbgbE2raqxCY4wAxavxRuThm1NHfe19VGMdj9yhdk071BtnmrZuFpCk+1hwQ5ChsassPZk7zTQZ1EcPSfHcJNJRulU9r81uYdpki7p3sCExOn6m+H80BDdco74buVFjjKB5N+v38MDNjvZWHlCN+RX1ahgCzLnqjTOmjAwBSbqPBTcE351pVI0dL+Nx1pr8PtWQUntKQBB9G515hWrMqnEKBAHxw4KXz0GSED90mJgw3cSCG4KK2hbV2NkaLubvMmt0fPyLJIPBqJpCKHCwW5iWuIxMSKbzU1WS2QxTcnSsEmLBDYFBVj/M4HzbRcjqlYeSifPdHdW7GlRTCI0efmrS0rh9G5QLpqWUtjY07d4lMFHXsUqEQKsVY3oSP/5pMqofmsl8aKaSGZ+OzPjgHhMdd55RO9msPqJJ60GaHrHghqCuSf0gqIHrcLV51Q/IlGZ2VutIlmQsHHk/RmdegfzEXNwyYCau7ztFdCxdso+fCFNmVuDa3LcfEq68SmCiruNOsxB03GUGAMWneKS1Jo2TjBWTuoE7ATZTPDLj0yFBRmZ8BqepLsJgs6HvY8vh3L8PktEI2/DLIRmjo5RFR0qdMRjU/xA0hgiAZE6A0hJ8hpmsMQdOwEv7/oyShhMAgJ3nduOeIXdifM4Ywan0SY6LQ+Lo6HttWCZC0CfdphrLTUsQkET/JEdW8IBshGSLjifKkVTZUh0otv+wuWyboDQULiy4IUixqyfoeabZRfg7zOH6vVC4tVdFaxtvTWutgCQUTiy4IbBZ1DMxljh1y0YClFb1JhGtzRCxrrpNXVw9Hd+sKOqx4IZgR7H6TLNdR9RjBO1GNSy4Kpnx6tMdHGYun+ttWHBD0ObyqsfcLCJaFJ/6tVI8PP+toxRLMoYkDwoau2PQrYLS6J/f7UbNJx+jdu3n8HvVP2N6xYIbgssHqu9GhvfngyAtksaBkewWptZ+NPrpoLH91QcFpdE3T20tSv73Q6j58H1Uv/dXHF/8C/jbouO5AAtuCFIT1Q/NUh18aKZJ4zRayRQdu4Ii6XhDKVo79A7efW6/oDT6VvXXvwRt7fW3taL6w1UCE3UdC24ITleq97ifruSR1lqUJvWuMu9pdSvCWGeW1SdBe3x8aKbF51T/W/M2RMfGIxbcEPg1Tj7xaw0SoLFbSuIhkiptPvW8thd8LqAl5cab1GM33SwgSfex4IYgL0O98aFvlvp0WgIQp9GdnwVX5UQDewR3la1wOLJ//hDicnMR1ycfuQ//Cpa86DgAgAU3BIlW9cc/m5m7pDW51L2DvXVnBATRt2Gpg1VjMv95dsoQb4PBZgOU6Pl0yf+jIdhyQH3C6taD6jECoHXybJu6CMe6OI053DhZ3dqSgNaS71D+pz+i9dhRtB4uRtmLz8NdER0nQbPghsBmUf9DsGqMESDFO1RjhqxBGl8Z2ypbq1Vjbu4009S8b2/wXa3PB+fB6FjRwYIbghuvzg869UGWJNwyvp+4QDpmGj036FrKKIBs5Xx3R2aNu1lZo7UlAb5G9XZxX5Ssw+XEYwhSHRb87iejsf7b0/D7gelX5SErhT1etfhO7g66VmpKobickMzqB4+xLDshSzWWrrHdlwBPjfrTgOdcdEwpsOCGqG9WIhbcFB0nhYrkc9Z1GPBCcbew4HbgVaJne6poppRUtHYcS42ONydOKVBYSS6N04zjuQ26o/o29cL9BpdGpzVCyqybAcMF3fnMZiRNmyEuUDew4FJYabVn9JcXC0iibwlx6gb2Jo0TjwmQ460wJJx/vUwOh+bBknrEgkvhZVA/DJLS+kU+h84pGmtJeaaZtsavt8J3wVZeT2Ulmr/lMelEgEF9l6Y5zRDjXH711l6Pn/O6mnzqLc9abUD1iAWXwkurH24U7QyKFKtBvQU6yaxew0xA4jXjYUg4v7TQmJKChKtGC0zUdZwkovBS/OoxjbveWJdqTUGyOQl1rvrA2Ii0QoGJ9MuUkoL8x5ajadtWwGCAffwEGOKjY9ULf/JDdKCkBm+tOQy/Atx7/WCMGqxutE0ANE53UJprgcToWMYTKfWuhqBiCwAnGksFpdE/U3Jy+2qFKMMphRAcO12P597bh9omF+qbXXhx1QHs/a5KdCydUk8f+Jp5Gm1HPo1z3sqa2Z+jM+6Kcrgro+sswbAXXI/HgwceeADbt28HAJSXl2PevHmYN28eVq5cGe6/Pixe+/SQauztz48ISBIFNE53MOVxw0hH1RpHord6Oy7vJwDwezw48/z/xcnfLcXJ3/4G5a+8DMWvMXWlQ2EtuF6vFwsXLkR5+fl36t/97ndYuHAh3nnnHaxbtw5nz54NZ4Sw8Pk07tq05ioJhoyC4AHZyCN2NMQZ1d3C+GhRW9P2bWi5oFlN045v4DzA5jUAgCeeeALDhw8HAPh8PhQXF2Py5MmQJAkTJkzAjh07wh2hx40dmqEaG1nAOUktSluHjQ9+LxQnpxQ60jpixyrzjUmLp1o9fac1pkdhfWhmNBqRlXW+KUdraysyMzMD13a7HZXdnINJTVXvyIk0i0YDcovFhPR0dsFS6TsMTTXnT6M12JKQUVAAiYv6g0jx6laMVrOFP1MarNMmofazT4HvpxHkuDjkT50ISxS8VhFdpWC1WuF2uwPXTqez22sya2qahZ8fdqKsXjV2uqIRVVXqwyVjXUt98Gvlc7ehqqIOksZH6FhW06r+2bGbEvkzpcWejtxfPoz6DesAoxEp19+IJtmKJp28Vp29SUa04BoMBjgcDpSXlyM7OxtFRUWYNm1aJCP0iBSNY9JT7Pz4p0Vp6DBH72mD4qyF5FC3I4xlqdYUjEgrxP7qIgCABAlT+1wrOJV+2YZfDtvwy0XH6LaIr8O9//77sWjRIowaNQoHDx7E8uXLIx3hB5s9oR+2HCiHx9v+kcZokHDbpAGCU+mTsc8IuC+YUpAcmZDsmZ18R+xaMPwe7KjYg8qWKoxIL8QAR1/RkaiHSYqAfZYlJSUoKirC5MmT4XB0b/uiHqYUAODIqTq8s+E7KIqCO6YWYHh/nkSrRfF54Nr5PryleyA7smG5Zh7kpGzRsYjCprMpBSEF94fQQ8Gta3LhX17bjhZXe58Ac5wBy+8fi/Qkq9BcFP0a2hpQ5qzAkJRB7BbWCU9tDRq/3grJYIR9wkQY7XbRkQJ0M4fbW+w6UhkotgDgcvuwo/gcbhrXT1woinr/XfwetpXvBAAYIOOXo/4XBib3F5xKfzy1NShd9ij8zvauc/Ub16Pvsieiop8C30JDYLOo36e0TvIl6qq6tvpAsQUAH/x4syg6d2KGW+O2rwPFFgC8dbVo3sV+uL3WmCEZ6J99/iNMn4wEXFPIB0EUupL6E6qxRnezgCT6Jxk1eiybouPDenSk1BmT0YBH7r0Kh0proSjAsH7JMMh876LQ5djUy+TiDFyrrMU+fgLqN66Ht6YGABCXk4uEK9kPt1eTZYkrE7pAURR4Dn/VvkohKRtxV9wE2aL/HUGRlp2QhTRLCqrbzm97ntl3qsBE+mVMtKPvY0+gefe3kIwGJIy6KmrONOMqBQor9/61cH3zl8C1nFEA25x/EZhIv842V+CVA2+h0dWEYamXYcHwH0OSJNGxqJs6W6XAz8EUVp7vtgVd+ytL4G+MjkYjkfafe19FVWsNXH439lQdwAfffSo6EvUwTimEaNvBCnz2TSn8ioKZY/MxaWSO6Ei6JMV32NhiMEGyiG9ApDcl9SfR5A7uBfB1+U7MHRR9pxrQxbHghqC0ogmvfXIo0K/0z58fRlZKPAb3SRKaS48kc4fiaowDTNEx3xZJRln9T1HmdEKvwymFEBwqrVU1hz50kj1etfhrTwUPuJxQGqPrWJRI6GvPQ7o1uKfyjPzJgtJQuPAONwT5GepJ8fxMPnnXIqfmw39B8xqYbZBsKeIC6dhvxz6ML0r/jrLms5iYczUK04aKjkQ9jAU3BIX9UzDrmr5Yt+s0FEXB1FF5GDWIJz5oMY+9E0pTNXzlRyDZkmG59j72wr2IOIMJNw+4XnQMCiMuC/sB3B4fFABmk0F0FN1TXE7AZIXEDSLUy7F5TZjEsdB2mWTWf2MRonDj7QYRUYSw4BJR1FEUBa3HjqH1+HHRUbqFUwpEFFX8LhfO/P7f0fZ9sY0vHI7cXz4MyaD/KT7e4RJRVGnctjVQbAGgpeggmvfuEZio61hwiSiqeBsaVGO+hnoBSbqPBZeIokrimLFBTchliwUJV14lMFHXcR0uEUWd1uMlaPj7RsBgQPKM62DO6yM6UgBP7SUiihD2wyUi0gEWXCKiCGHBJSKKEBZcIqIIYcElIooQFlwioghhwSUiihAWXCKiCGHBJSKKELZnpLBSvG64vvkrvKV7ICdlwzzuRzCk5IqORSQE73AprFy7VsFzaAMUZy18ZUVoXfs8FMUvOhaRECy4FFa+sqKga6WpCkpjpaA0RGKx4FJYyan5wQNmGyRbipgwRIKx4FJYmcfeCUPWYACAFJ8E69QHIBnjBKciEoPtGSkiFJcTMFkhyXyPp96ts/aMXKVAESGZbaIjEAnH2w0ioghhwSUiihAWXCKiCGHBJSKKEBZcIqIIYcElIooQFlwioghhwSUiipCo2/ggy5LoCEREIYm6rb1ERNGKUwpERBHCgktEFCEsuEREEcKCS0QUISy4REQRwoJLRBQhLLhERBHCgktEFCEsuEREERJ1W3sjzePx4JFHHkF5eTncbjeeeuopFBQUiI6lS915rc6cOYPDhw9jxowZEU4pzscff4x3330XxcXFyM/PR2ZmJo4cOYKNGzeKjqZbL774IlavXo3s7GwAgMlkwhtvvHHRr//Xf/1XPPjgg0hPT49UxG7hHe4lrFmzBlarFStWrMCDDz6It99+W3Qk3erOa1VWVob169dHMJ14t9xyC1asWIGhQ4di2bJleOmll0RHigp33303VqxYgRUrVnRabAHgkUce0W2xBXiHe0lZWVnYtm0bdu/ejenTp2P69OmYNm1a4K7kxRdfRG5uLnJzc7FixQoYDAacOHEC48aNw9KlSwWnjyyt12rbtm147rnnYDQaMWjQICxbtgy///3vsWnTJlRXV+Pee+/FggULMGXKFNHxhfnzn/+MdevWobm5GW+++SaOHTuGDz74AP/2b/8GAIGftzNnzmDp0qW4+uqrsWbNGqxcuRIOh0Nw+shbtWoVjh07hsrKSjidTrz88suB37v33nvx9NNPIy8vT2DCi2PBvYQxY8bgiSeewB/+8Ac4nU48/fTTF/3ab775Bh999BHS0tIwZcqUmCu4Wq9VdXU1/v3f/x0pKSmYO3cuampqsGTJEkycODGoqMQyWZaxcuVKPP744/j66687vUPbt28fbrvtNnzyyScRTCjWX/7yF3z55ZcAgBdeeAEA8NFHH+H111/HkCFDBCbrPhbcSygpKcGgQYPw+uuvY+3atVi8eHHQ77e2tgZ+PX78eOTk5AAALBZLRHPqgdZrNX/+fDz11FOw2WxQFCXo9aJ2t99+OwAgNTUVbrdb9fsXvmYFBQWYO3duxLLpwd13340FCxYEjd18881RV2wBzuFe0urVq/Huu+8CAIYNGwaXywWTyYTa2lp4PB5s2rQp8LXx8fGiYuqC1mv15JNP4oUXXsCTTz4Z9LUWiwUtLS0AgFjvEGqz2YKu//HzBQC7d+8O/BoAEhISIppNr6L1deAd7iXcd999+PWvf40tW7bA6/Vi2bJlKC4uxq9//Wvk5uZi0KBBoiPqhtZrtXbtWtxzzz1ISUlBQkICKioqkJeXh8LCQiiKgh//+McoKCjAsmXLRMfXjeHDh8PlcuHRRx+F3W5HZmam6EjUQ9iAnIgoQjilQEQUISy4REQRwoJLRBQhLLhERBHCgksxY9q0aThz5ozoGBTDWHCJiCKEBZeIKEJYcKnX8vv9eOyxxzBx4kQsWbIEHo8HAPCf//mfuPbaazFlyhR8+OGHAIB33nknqPfFQw89hM8//1xIbuq9WHCp11qzZg0OHTqEDRs24Prrr0dlZSXKy8uxa9curF27Fn/961/xH//xHwCA6667Dl999RV8Ph9cLhd2794d0x3MKDy4tZd6rT179mDmzJkwm82YOXMm7HY7srOz8dvf/hZvvPEGtm/fjurqagDtjWMKCgqwa9cutLW1YcyYMbBarYL/C6i34R0u9VqKokCSpMC1LMuoqKjAokWL0KdPH1VryJkzZ2L9+vXYsGEDbrjhhkjHpRjAgku91ogRI7Bu3Tq43W6sX78e9fX12LdvH0aMGIGbb74ZX331VdDXX3fdddi4cSO2b9/O6QQKCxZc6rVuuukmDBgwAFOmTMH777+P9PR0zJw5E8eOHcO1116LkpISxMfH48SJEwCAzMxMpKen47LLLov5VpsUHuwWRvQ9r9eLxx9/HOPHj8esWbNEx6FeiHe4RN+bMGECjh8/HlMnCVNk8Q6XiChCeIdLRBQhLLhERBHCgktEFCEsuEREEcKCS0QUISy4REQR8v8AlmnPOEhFwtoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", jitter=False, data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **swarmplot()**\n",
    "\n",
    "该方法可以防止重叠的算法沿分类轴调整点。尽管它仅适用于相对较小的数据集，但它可以更好地表示观测值的分布："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da630220>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", kind=\"swarm\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与关系图相似，可以通过使用**hue**参数为分类图添加另一个维度。（分类图当前不支持**size** 和 **style**参数）。每个不同的分类描绘函数对**hue**参数的处理不同。对于散点图，仅需要更改点的颜色："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3d50a5220>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"sex\", kind=\"swarm\", data=tips, \n",
    "           order = ['Thur', 'Fri', 'Sat', 'Sun'])\n",
    "\n",
    "# order 参数可以调整x轴的显示顺序"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当y轴太长的时候，我们可能需要将x、y轴互换："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da6e59a0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAFcCAYAAACOZmo7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3gU1734//fMbFPvDUmAEKKIjum92ZjYuMVx93WaE6fdm5vYuc6TXxLnG8flJnHiOP3ajh2CnTi2scEFXCkGTO9NSCCQhCRUUN06O/P7Y2Gl1UpCgGBB/ryex4+Zs2fOnJld7WfntFFM0zQRQgghLjE10hUQQgjx2SQBSAghRERIABJCCBEREoCEEEJEhAQgIYQQESEBSAghRERYIl2Bi6murgXDuLJHmSclRXPqlDPS1eh1cl5Xnr56br1xXmlpcb1Um88WuQO6zFksWqSrcFHIeV15+uq59dXzuhJIABJCCBEREoCEEEJEhAQgIYQQESEBSAghRERIABJCCBEREoCEEEJEhAQgIYQQESEBSAghRERIABJCCBEREoCEEEJEhAQgIYQQESEBSAghRERIABJCCBEREoCEEEJEhAQgIYQQESEBSAghRERIABJCCBEREoCEEEJEhASgPsw0Tfz1FZie1khXRQghwlgiXQFxcRjNtbje/TVGQyVoVuxT78RWOO+8y/PXluI7uA7Fasc6Yj5qbEov1lYI8VkkAaiP8mxbFgg+AH4fno0vY82fjGKPOeey/HXHcb7xKBg6AL7DG4i57XEUW1RvVlkI8RkjTXB9lNl4MjTB78NorT+vsnxF64PBB8B0NqAf33Uh1RNCCAlAfZUlb3zItpKQiZqUfV5ldXbXpNijz6ssIYQ4Q5rg+ijrqIWYpom7eCvWpAwcE25BUc7v94Z1+Bx8RZ9gNgXuqrTsEWg5I7vMb5oG+tGtGLXH0bILsWQXntdxhRB9mwSgPqrsZCt/2JhITcMMEmNtfH2whaHx51fWkXqTdTH3kG0/zthh2aQNG4uiKF3m92xYim/fh4GNnW9hn3EftsK553dwIUSfJU1wVzinW+efHx7myaXbWf7JUXS/AcA/3iuipsENQEOLlxfePXhe5R+vbubJpdtZt6+Wfx6K5uermml2+brMb+oefAdWh6T59qw6r2MLIfo2uQOKENM08B/fjdFYidZ/DFpiv/Mq5/9W7GNXSR0Ah8oaaHH5uOvqIZyoDZ37U33Khe43sGjn9ptj04Fq/IYZ3G516+w6XMvMMV3VVwFFA/zBFFPR0Mv2YJyqQMsZhZZ8fn1RQoi+Re6ALhHT68JwNQW33Wv+hmvVb/F8+i+c//4xetmecy7T4/Oz+3TwOWPLwUA/zejBofN0RgxMCgk+pmFgulvOeoz4aFt4Wkx4WpChY23f3KYoqLFJuN79NZ5P/4nztR/jK91+1uN2x2g9henXz57xPJimgenzXJSyhRCh5A7oEvBsX453xwrw+7AMHI9tyh3oRZ+0ZTD9eHe/iyV3VDDJbxgs/6SU3UfqSI6zc+ucfLJSYjBNk9U7KthVUkdWcjRxMTaaWr3B/VITHADMHtMPl0enut7FoH7x3DZ3cDCPfnw37rXPYzobUNPziVrwLdTY5LB6Gy11TI2vYkOqg7LaQHPe6PwURg3qfBKqZ/OreHevBMOPljUMrf9YtIxBuFY82e5cDby73oGJs8/5OhrNNbje+x1GXRmKIw7H7K9gGTD2nMvpin58N+51L2C21qNlj8Ax/wFUR1yvld+bGlu9xEVbUbvpixPicicB6CLz15fh3fp6cFsv3Y6anAuYoRkNI2TznU+Ps2JDKQDHqpopO9nCE1+fyqrNx/n36hIAdpfUkZUSjcfrx+PzExtl5fb5Bfz5zb1sPhC4E8pIjua2uYODdy2mX8e9+v8w3c2Bw54swbPpX0TN/0bI8X2HN+Be/SyKafA9LJTP+TJR/UcyqF/nIxn81cV4d77Vtl15EMvgKaebFkPPDcOP26Oz7dBJYhxWhvZP7HZQwxmeT/+FUVcWOA93M+41zxFz929QtPCPsb+uDN/h9Sj2GKzD55w1kJi6F9fHf4HTyxb5K/bh3fwajllfPGu9LqXKulb++MZeKmpaSYm3c//iEQzJTYx0tYQ4LxKALjKjviIszWw9hWXQJPQjmwMJioJt1MKQPLtLakO2axvdnKht5dP91SHplXVOfv6VSXh8BrnpMZRWNQeDD0B1vZOPtpdz08xBgWM7TwWDT7COp7/U2/NsfhXMQOBQ0Rlw9HVip0zr8jz9p8LP0zhVgTJ8DpaCGehF606nKrTkX803nvyQ2sbAXdXYwan8562juyy7fXntme5mTFcjSodlgfw1pTjfbLdyQ9EnxNz6i04DVbDs5ppg8AmWU1t61jpdakvfL6KiJlDPuiYPz729nye+PrVHAVyIy40EoItM6zcMNCv420aOqbmj2OfNxePJYUC0k/SRU9DSBobsl5USQ0lFW5+RzaqSkuAgKc5O2cm2vhu7VSMlwYHDFngr2zfHndE+TYlNRU3IxGisaqtjJ3N6TE9o/1Bn/UWm4UdRNQAs2SPwqJaQFRO09EG4Pvwz/tpStJyRqCkDsA4cx8r9UNt4PJhvZ3Eth8sbKMjp/pe8lju6bXkhQE3O6XRNOt+htaErNzRW46/Yi6V/1811akImSkwyZrvVIrR+w7utTySUnwx9H2oa3Hh8/uD7L8SV5KJ+alesWMErr7zCgQMH6N+/PxkZGRw6dIiPPvroYh72sqJGJxK16Ht4trwOPhfW4XN4tSSBD7btB2KBWL6Samd6Wuh+N03vT1l1E8eqW4myW5g/PpuXPzxMbJSV2CgrLS4fmqpw65z8kC+fQVnxJMTYaGwXdMYNSQ3+W1EUohb+F871S6GxEkv/sdgnfT7k2KbuwTpkBr797d6nIbPx+PzYrRqm14V7zXPopdtQYpJxTL8Hy4BxRF37Xdzb3gTdi33EfLz7PsSoLgbA31iFGpuKljEY547wIeGt7kDAML1OsDhQ1PDxMfaJnwfTRD++Ey05F/uU20PrbZq4PDqqpZNBEhZ7eFo7iqoRtfA/cX6yFKW5GsvA8dgn3NzhugSuqdJJ+YZp4vb4w9J7ytQ9gNJp2cE8Xhcj85LZsK/tLnhwdkJEg09P6g1gGCZur59ohwRK0eaifhoWL17M4sWLuffee/nBD37AqFGjmDfv/FdkvhKZfh3fwbUYJ0vAYsftM/l4R2hT0spNx5k+Kiu47d3zHtaty/ie7sEzeQ5Vudfym9f2Yp7uNkqOs/P928fSLzWGpLjAF2tlXSt/emMf5TUtpCY4mDgsHafbR3lNK795ZTcDM+P45k0jiYmy8tf3T7K7ZDwxUVbuGlPAlNNfzqZp4Fm/FN/B1YCKljsaxRHL+00FvPupgr5+LdNHZXJH0h70o1sD+7TU4froL8Tc9RSvHrLzUdE0FEVhUWIK808HnzP0sl2YpsmkYRl8srsyOLw7NcFBYbqGc/lj+KuKUGKScMz6Epbc0GY5f8U+9CObMZ0NmLEpYHUEXzta2cRflu/j5CkXI9LS+KojHtUduIPUskegZQ3r9n0qr2nhz29Wc6J2Klkp0TwwdCS57b5UPZtfxbtnFZgm1hHzsU+5I9jsdaC0nuffOUBdk4dhA5L46nXDSY53dHWoEIFr/g98B9eAqmEb8znsV90UmsfdguvDP+Gv2MeN9hSUQTdxqE5jQEYcdy4o6NFxeptpGoEJxwdWg6JhG3Mt9gm3dJp3d0kdL648yKlmD0NyE/nGjSNIiO3+B4H4bIjIMOwXXniBu+++mxtvvJH6+no2bdrEww8/HHz9TJAqLy/n3nvv5fe//z3XX389jY2NkajuBfEd+Bi9eGOgP8XnwrvpFTq21rdvvvc3nMCz8SXwucA0sB/+iE837QkGH4D6Zg9+wwgGH4Alqw5RXhNonqltdFNR00L1KVfwTqi0qpmXPjjM2xuPsaukDhNocfl4/p2DNDsDefQjW/Ht/xAMPxg+/GW7qUidyhsHTDw+A79hsnZXJfWlHe5gfG527CrmvS1l6H4Tn26wYksVuj20Sa3YMoT/+fNGfvnPHQzIimP6qEyunzaQH917Ff5tr+KvKgICfWTuj/8Ps12zpal7cH38f5jOhsB1OnEA75bXgq8/+9Z+Tp5yAbCvRuEFy1045n6NqGu/R9Si75+1j+SFdw8G505V1jl5/p0Dwdf08r2BARZ+Hxg6vj2r0I/tCNTDMPjrW/upawoM3T547BT//Kg4/ABd0Es2B+40DT/oXrzb3kA/fR3O8Gx9HX/FPgAcnjpua13Kk18dz7duGdXjQNfb9KNbA6tdGH7we/FuX45+IvzO1qf7efat/ZxqDlyforIGXj09iEaIiAQgVVVZunQp48aNY8OGDd3m3bVrF/369eOtt94iISHhEtWw9/hrj4Vs2xUfcwdrwW0FWDRlQHDbqD1OR9H+8MC7q7iOHz+7iV//cwdHK5s4Vh3aN3Cizhns5D/jWHUzx6tDByDofoPKOmfg2HWhdQU4drw6LO2E2mESqj2GMlfooxlMFA72uwElKjBqzojP4sXqEcE6Halowu83uWXWIBJi7WHHNt3NmC1t/TFGUy14nSF5/HWBa+XT/cFzOKP4pBdrwTQs/Ud32pzXUcfrUtbuevo7eU+M0+9rU6uPxpbQfreyDmV1x6jruuy243d4X3xujKYOq51fYp19Tjs7l/omDy0dVs7o+FkVn10RCUCf/3ygzyElJQWvN7zT3OVyBf+dn5/PLbd0fmt/JQhbiFO1cPu1o/nO50dx1dA0Zo7pR3Zq22rTWtZQUENbRqePyAy52xmQEcfHOyqoqG1lX+kpnvrXTob1D73bGJKbSP+M2JC0woFJFA4Mne8T47AwIDMwRFnLHhFaV0WhsHBQ2FwTy5jrsQ6fA/YYPImDsM3/NoWDQjuxFCBr1ARi7n6KmDt/hW/RT2h0hk4eLa1qxvS0YjRUhh1biUtDiW8rU00MDBIIqcfpfawWjcE5oT9OOp7n2XTMXzgwqd1xCk+fURstJ3DsxFgbWSmhK4Ofy7G1jp8PRUHrF5rW8TOkRCeiJp3fyhm9JazeKGjZ4YM20pKignPTzmh/bcVnm/bII488crEPsmzZMqZPn05GRgYvvvgi999/PwCbN28mPj6elJQU1q1bx+LFi9m+fTv/+Mc/+M53vkNTUxPr1q077wDkcnlDmq4iQUvJBdWC0VyDGp+GY+YX0VIH8vIHh9lVXMex6mbW7qokPyeB9MQoFFsUWuqA008ytfFhwi08t9XA6dEZ1C+er99QSEVNK1X1bb/4fbrBLbMHoaoKzU4v2Wmx3DQzj9lj+1F9yoXHqzM0N5Hrpw1kbEEqut/gVJObtMQoRg1Kwevzk5kSjSUhHSUqHqOxGiUqHi0pG1vR+/RL0DhpzcLhsLF4eh7TR2fjTh/BX4pzeOloOutKvAzrn8iIvGSqTzmJibIyMi8Zr26QlhRDVFw8UXYLm/ZXBwcbANyefYykLX/Bt/c9TN2DJWckpqcFLX0Qjjn3o0a3BRVFUdH6DcNorAbDj3XIdOwTPx8chVc4IJmaBhcur864wancc81QbNa2O82zGT4wmbpGF60enZF5yXzx2mHBzn01JhE1Lg2jsQrFHoNt8hewDrzqdL0UCgcmUX3KhU/3M3NsNp+fPajHSx6p8ekojjiMppOoMYnYp92NpcMXuZZZgOlzY7Y2oKX2xzH3ftSYcwuwvSEmxo7zdHOtGp8W/Kyo0YnYp90V/EHQnqIoDB+QRFW9E79hMnVEJl+Yk492jktCXUztz+tCyhDnTjHNi/8V3XEQwplRcM888wzZ2dlcf/313H///QwYMID4+HiWL1/O2rVrKS8v54c//CFLliw5r+PW1bVgGBGOQJ2oqG3lx89uCknrbC7M0comfv7i1pC0u68eQkOLh7c3tjXLqIrCL785DZdH539f2k6TM9DksWhyf66Z1J9fvbyDitpWFODqibncMb+A4opG/velHcHFS0cOSuZ7t7UNU3ZvWIpv7/vBbSUujZg7ngw+0mHJe4f4eHvbYAq7TeOpb03HNE1++vzmYJ9IfLSVR748icRYO+U1Lbz0fhEVta3MHBrLwuO/B7Nt5Ji1cB6OGf9xztfzcpKWFkdNTc+b4K4kffXceuO80tIuzxUzLneXZExk+wDSfgj2d77zneC/X3zxxeC/H3zwQQBycnLOO/hczixqeIe41klaxwVFAU7UtfL5WYM4cqKJA8dOEWVTuHNqGomxVv69ujgYfABWbj6Oy6tTcbocE3hvSxkzx/Tj/S1lweADsPdIPWUnW8hNDzTb+SsOhBzXbK7BbK5FiU8HQvtIADxePydPuThW3RwMPgBNTh8b91axaMoActJi+cFdgQflxXkrOfFC6LBlozG8v0kI0XfJoPwIyEiOZuKw9ODCoVaLysJJ/cPyFQ5MxmpR8eltgWJMfgrRDisP3TmOxiP7UDc8C3tO0VqaRpMe2lRpmlDb4O5YLKeawtM6UlMHYJwqD24rjriQPpjCgUkUV7QNjkiItZGdFsPxk+G/JDsbgWbPHBQ28dMycHxYPiFE3yUBKEK+fsMIpo7IpLbRxdjBqaQmRoXlSYqz88j9U1j61m58Xh/Tx+cxOr9tUqm2ZQmm8xQQuEOZ6NjFfoYEX++fHsuccf3Ye7TtSz4h1saQ3EQcNgs7Dte2NcHlJQfvfgDsk2/DbKnDX3kQJTYFx6wvhSxlc/20gbg8frYVnSQ9MYrb5xVg0VQmDE3nnU+PU326jyopzs60UZlh56ZoFqKvewjP1mUYLbVY8ydjLfxszRET4rPukvQBRcrl2gd0Lmyl66j7+CXQ3VjyJuKY81UUiw3T0Gl59qsdMkfxyfCH2XLgJLnpsdw6J5+4aBtbDp5k/Z5K4qNtXDd1ABnJgVFb1fVOthXVkBxnZ8Kw9NDHNZgG3u0r8BVvRI1Nxj7pC2hpeT2qs8uj88HWMo6caGL4wCRmj83G3mFAgPQnXHn66rlJH1DkyB3QZcxoOknde89zZuVs/chmfGl52MYsQlEtaNkjghMUAdZYZ/P6x4FJfseqmhmSm8j0UVlMHJbOxGHpYeVnJEfzuXZzkNrz7fsQ77ZlQGAZHde7TxFz16/PuuQKBPquVmw4hu432FVSx9aDNfzwnvGyYKYQIsTlMxZShPHXldHxsQ3+dpP9HPO+jmXwVNSETLShc1h5sm05HxNYvv7oeR9bL9sdsm26m/HX9Ky8j7ZXhAxwKK5opOREUzd7CCE+i+QO6DKmZRYEmtv0tjkKlnYrV6tR8UTN+zoQWOxR37ImZH+v3uE5POdATcrG3/4praqGmhDel9NpvXs4yk8I8dkmd0CXMTUqnozbHkZNG4QSl4Zt4uexDpneeV5VYd74nJC04f0TWfpeERv2VmKcY1effdzi4OMIPJZY1mXew9JPqthXWn+WPWHBhBzstrY+nxF5yeRldf4gOyHEZ5cMQrjMnUsHqWmabDl4kqOVTTS1etnYbtn+BVflcNfVQ7rZu3OGs5Gn3ixh/7GGYNoDN45g0vCMbverb3KzvaiGxFg7YwtSw1YGkA7tK09fPTcZhBA5cgfUhyiKwqThGdw+r4D9x06FvLZm1wn8xrk3ydV4rCHBB2D1jvCnn3aUHO9gwYTcsNF1Qghxhnwz9FEdhz3bLOp5jUKzWzU67iZP3xRC9AYJQH3UTTPzgoFDweC+kS703StDHmndE4mxdua361uyWzWum9r50G0hhDgX8lO2j5pSmMnAzHiKyhoYUfE6tiNb8RwBz5ZXibr2e1hywlcu7spdVw9hckEC5oH3SdeaiHI7gMkXr/JCiM8ECUB9WGZyNOlWJ62b2q2obfjx7n73nAIQQNaev+GvDDzx0l26GdPTik2WzhFCXABpguvzOhkFeI4DH43mmmDwOcN36JMLqZQQQkgA6uvUuDQseRPaEhQV26iF51SGYo0Ke0qrEiXDToUQF0aa4D4DHPMfQD+yFaOpGsuAcWgp4Y9+6I7iiMU2/ga8W18PJNiisF9100WoqRDis0QC0GeAolqwDp5yQWXYx9+AddBEjMYqtKyhKLboXqqdEOKzSgKQ6DE1MQs1MevsGYUQogekD0gIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIURESAASQggRERKAhBBCRIQEICGEEBEhAUgIIUREWCJdAXHx+Y5sxle0HsURj33cdagJmZGu0nnR/QabD1RT1+hm/NB0slNjIl0lIcQFkADUx/lKt+P+4I/BbX/5HmLu+F8Ui+2s+za2ejlwrJ5+KTH0z4i7mNXskWde28OeI3UALF9fyoN3jGVo/6QI10oIcb4kAPUB/voKPJv+hdl0EkveVdgm3IyiBt5avWRTSF7T2YC/8hCW3FHdlllU1sBTr+zE6zMAWDxtIDfPGnRxTqAHKmpagsEHwG+YvLelTAKQEFcw6QO6wpmGH9fKp/CX7cZorMK78228O98Ovq7EJIfto8SGp3W0fP3RYPABeHfTMZxuX+9U+jwoihKWpnaSJoS4ckgAusIZp05gttSFpOlle4L/to2+FjUp+/SWgnXUQrTgdtecbj20TL+Jp11AutT6pcYwriA1uG3RVK6ZlBux+gghLtwlb4J75plnePPNN8nKygLAarXy/PPPd5n/F7/4BV/72tdIS0u7VFXsMadb570txzlR52Ts4BSmjcw6p/19RZ+gH9+FmtgP2+hrUWxRIa/vOVLH9lVF2DSFhZNySY53AGCaJp/srmTPkToGJFuZZbGD7gnu1z7AqNEJHB3/XQ7u2IUlJoFZI0bh6KI+Hp+f97aUUVbdTGZKNKVVzcHXRuenkBRnP6fzOxd6xX58h9ah2GOwjV6IGpcW9vqXEjdy1bAUGpMLGT9qIBlJ0b1eD1/pNvTiTSixKYHgHZ0QXtfKQ/gOrkGxRmEbdQ1qQkav1+NyYupevHvfo7qpAj1lMNbCuSiK/HYVFy4ifUB33nknX/nKV3qU90c/+tFFrs35+/3ruzl4vAGArQdP0urWuXpCz36Ve3evwvPpy8Ftf3Ux0dc9FNzec6SO37yyK7i943ANj31tChZN5d1Nx3l1dUnguIA/dz5ztTXgaUVNz8c24ebgfnuP1PGbf+/BRAWa2VC6PVhOR8+u2M+2oprg9qTh6Vg0hVaXTnKCg5ITjeT3C/9CvlB65SFc7/wSTDOwfXQrMXc8iWKxh70+ClBaPiFm2pO9Xg9fyWbcH7YbsFG2m+hbfx7yZes/WYLrrSfBDNwN6kc2BwZ1dPjx0Je41z6PXvwpXgA2YrbWY5/0hQjXSvQFl8XPmNdff50nn3yS73//+zzwwAMhr917772Ul5dHqGZdq29yB4PPGRv2VPV4f9/hT0K2/RX7MFpPtZW1N7Ss2kY3h8oCx1u/pzLktTfKUjFn3I+WOwo1OgGjoSqkHLNjOR3qDeDy6GxvF3wASioaqahxsqukjo+3V/DYkm3sL63v8Tn2lH54fTD4QGCghF6+r8ev9xZfUeh7YpyqwKgpDc1zeGMw+ACY7mb047voq0zdi16yOSTNV7Q+QrURfU1E7oBefvllVq9eDcDTTz8NwPLly3nuuecYNmxYJKp0zqLsFqwWFZ/e9mUUH3P2oc1nKFEJQFlbgmZDsbY1jsVHh5eVcDotIcZGZZ0zmJ5jb0b5eCl+ww+Afnw30bf+P7TEfp3WqbM0q0Ulym7B6Wnr+3HYNI5VtzXDmSas3nmCwoFnH8RwLhRHfFiaGtWWFrhWXb/ea/UIK1MJSwvPA0onzXR9hmpBscdguts+B51dAyHOR0TugO68806WLFnCkiVLSE4OfJldf/31V0zwgUAAumlGHmfGYUXbLdw0M6/H+9sn3AzBZhsF+8SbQ5pxFk7KJSW+LSDNGpNFTnosADfPGoTDpgX2VOD2ghY4HXwAMHT00u0AXDMxl9SEtnJmjs4i93Q57Vk0lVvn5gdHltmtGldP7B+Wz2HVenyOPWUdeTVKfFs/iiV/ClrG4LbXRyxASej69d5iH3s9SnRi23FHL0SNSw3JYyuch5rYr60uA69Cy7pyPrfnSlFV7FNuB+X0+67ZsE++LbKVEn3GZTMPKDY2/EvxcrdoygCuGppGVb2TgpxEouw9v5xaej6xdz2Fv6oINTELNT495PXkeAePf30KVY0eTN0fEjQKchL51TenU1zRQL+UGBJqd+E+8X7I/mpsarCcx742hUPHG4iLtnY7oXTO2GxG5aVQXtPC4JwEYhxW9pfWs/nASSAQZBdehJFnanQCMbf9Av+JQyiOWLTUAeGvf+EX+CuLUOzRaKkDe70OAGpiJjF3/C/+ykMoscmdjhZUHLFE3/rzQB5bFFpaz390XKmsQ2ag9SskTq+lxdEPxXHl/a2Ky9NlE4CuVOlJ0aSf52gsxRaFpf+YLl+3aCrjhqZTU9Mc9lq0w8Lo/ECQMeMnYCkZh35sR2C/AeOwDJoQUs6IvJ41m6UkOEhpd8f09RtGkJ0aQ8mJJiYXZpCddnG+fBTVgiVnRPevZxdelGOHHMdiO+skXUXVLkldLidqbDLRaQNo7eSzKMT5UkzTNM+e7cpUV9eCYVzZp5eWFtdpAOqMXlWEZ8trGFVFqEnZOGZ9GS39wlYveGPdEZavLw1u3zwzj8XTL/xX/7mc15Wkr54X9N1z643zSkuL/FJVV6LLYhSc6B2+/R9jVB4C08SoL8f14R8xzQubPPr+1tARiO9tKesip3yeMH4AACAASURBVBBCnBsJQH2I/2RJyLbZXIvpbLygMi1a6HI3Fot8ZIQQvUO+TfoQLXNIyLYSlxYyqut8LJ42MGT7hg7bQghxvmQQQh/imHIHbq8LvWwPanI2jplf7HQRz3OxYEIu+dkJFFc0UpCTwMBMmQMihOgdEoD6EMURS9Q13+n1cvOy4snLksAjhOhd0gQnhBAiIiQACSGEiAgJQEIIISJCApAQQoiIkAAkhBAiIiQACSGEiAgJQEIIISJCApAQQoiIkAAkhBAiIiQACSGEiAgJQEIIISJCApAQQoiIkAAkhBAiIiQACSGEiAgJQEIIISJCApAQQoiIkAAkhBAiIiQACSGEiAgJQEIIISJCApAQQoiIkAAkhBAiInocgFatWoXH47mYdRFCCPEZ0uMAtGLFCubNm8d3v/tdVq5cidvtvpj1EkII0cdZeprx97//PV6vl40bN/LRRx/x29/+lqFDh3LttdeyYMECrFbrxaynEEKIPuac+oCsVivR0dHY7XZ0XefkyZNs2LCBL3/5yxerfkIIIfqoHt8B/fCHP2TdunUMGjSIhQsX8tJLL5Geno6u68yYMeNi1lEIIUQf1OMANHbsWB566CGSk5NDC7BY+PTTT3u9YkIIIfq2HjfB3X777WHB59ixY71eISGEEJ8NPQ5Ay5cvZ8aMGQwfPjz43y233HIx6yaEEKILv/vd75gxYwYzZsxg6dKlALz22mvMnz+fGTNm8MorrwBQUlLCnDlzaG1tpaSkhLlz59LS0hLJqgf1uAnut7/9La+//joPPvggTzzxBKtXr+bIkSMXs25CCCE60dDQwF//+lfWr1+PYRj85Cc/YdKkSbzwwgu89tpr6LrOzTffzLx588jPz+e6667jb3/7G/v37+fBBx8kNjY20qcAnMMdkK7rxMfHM3nyZLZv384dd9zBypUrL2bdhBBCdCIuLo68vDwef/xxNmzYwBNPPMGnn35KWVkZ1113HTfeeCNOp5OjR48C8K1vfYsVK1bQ2trKddddF+Hat+lxALr11lt54IEHWLBgAU8//TQPPfQQSUlJF7NuQgghOqFpGq+++ioLFy5k8+bN3HzzzZimyY033sj69etZv349a9asYcyYMQC43W58Ph8tLS34/f4I175NtwHoxIkTwf9uvfVWvv3tbxMXF8fjjz/OyJEj+ctf/nKp6imEEOK0o0ePct999zF16lQeeughampqKCwsZN26ddTU1NDS0sKNN95ISUkJAE888QT33XcfBQUFLFmyJMK1b9NtH9A999yDoiiYponf7+fkyZPEx8cD0NjYyN/+9jfWrl17SSoqhBAiIC8vjwkTJjB//nwg8F09YcIEvvGNb3D77bfj9/u57777GD58OBs3buTAgQM89thjNDQ0cMstt3DNNdfQr1+/CJ8FKKZpmj3J+OCDD3LNNddwzTXXAPDBBx+wbNky/vCHP1zUCl6IuroWDKNHp3fZSkuLo6amOdLV6HVyXleevnpuvXFeaWlxvVSbz5Ye9wFt2rSJuXPnBrdnzZrFrl27LkqlhBBC9H09HoY9b9487rnnHhYuXIiiKLz33nvMnj37YtZNCCFEH9bjAPTII4+wcuVKduzYgWma3HXXXZfVcD4hhBBXlh4HIEVRWLRoEYsWLbqY9RFCCPEZIY/kFkIIERESgIQQQkREj5vghBBC9B7DMFm7o5w315ZQ2+AmNdHBjbPymTUuB1VVIl29S0ICkBBCXGKGYfL4i5vZWVSD2xtYGqehxcMfXt3F+t0n+OF9ky4oCD3zzDO8+eabZGVlAYGnWT///PO9Uvd7772Xxx9/nJycnAsuSwKQiDijqQYsVtToxEhXRYhLYu2O8pDgc4bb62dnUQ1rd1YwZ/yFfcHfeeedfOUrX7mgMi42CUCi1xiuJvSjW1Fs0VgGjkex2LrNb+peXO8/g79sDygK1sL5OKbfc4lqK0TkvLm2JCz4nOH2+nlzTfEFB6CONm3axNNPP42u6yxYsICvfe1rzJs3j8mTJ7Nr1y7Gjx/Phg0bePnllzly5Ai/+c1vsFgsFBQU8LOf/eycyu0pCUCiVxhNNTiX/QzTE3jQlZo2iOgbf4Sial3u4zu4JhB8AEwT374PsORPxpJZcCmqLETE1Da4L+j1nnj55ZdZvXo1QPAJBi+//DJZWVksXryYxYsXA/DNb36T//mf/+G6667D4/Fw7NgxamtrefLJJ0lOTuaWW26hrq6OlJSUsGOYptlpuWea/s5GApDoFd79HwWDD4BRcwR/+T4s/Ud3uY/RWB2WZjZWgQQg0celJjpoaPF0+/qFat8EV1dXR2NjIw8//DAQCBwnTpwAIDc3F03Tgv8/s/j0Y489RkxMDKZp4nK5Oj1GfX19p+VKABKXlml0ktb9c0csA8fj2/dBW4JmQ8sd1csVE+Lyc+OsfP7w6q5Om+EcNo0bZw/u1eMlJyeTlZXFn/70J2JjY3nllVdIS0vrMv+jjz7K2rVrMQyDG264odfK7UgC0GeAXlWE/8RBtPRBWHJGXpRjWIfNxndwDfgCTQdqUj+0nK6Dia+hGn/lQbRBEzFb6lHsMdjGLZaBCOIzYda4HNbvPhE2EMFh0xg7JI1ZY7N79XiKovDTn/6UBx54AJ/Px4ABA7jpppu6zH/DDTdw9913k5ycTGxsLFVVVZ2OejvXcsP27+njGK5E8jgG8O77EM/6tgdQ2cbfiH3CzT3b98BqfLtXgqpiG3Md1iHTO83nr6/Au/MtjNZ61OgktIzBWIdMQ7FFd5rfaK7FteynGO5WAJToRGJufRTFcXk8p/5C9NVHFkDfPbdIPY7BMEzW7qzgzTXFbfOAZg9m1thsmQckLk++4k/xHVoXuGMYvxgtObfb/N5d74Ru71mFbfyNKGr3i2DoVUV41r0Q3HavfhY1ORstdWBIPtPrxLniMfAEgokBWIfO6DL4APgObwgGHwDT2YDv6FZsw+d0Wych+hJVVZgzPqfXR7tdSWQpniuIfmwH7o/+jL9iH/qRzbhWPInp7bxz8EL5y/d1SDHxV+wPr1P5vmDwCaaVbO62bMVi7ySt+yHbQoi+RwLQFcR3ZGvItulpwX/iYJf5K+tacQ1eEJJmG7Wwy7sfw9mIe8NSnCt/g+EOb5JQU/qHp8WlhqUpceHDNduzDpmOJTGjrYzkXCx5E7rdRwjR90gT3BWk0y/7+PA03W/wx2V72VlcC9i5ZsDt3DjEizUjv9tBCK53n8KoOxbc1voNx199GFCwjVrY6b5aWh7Wwnn49n8MmKipA7GNWBCWL6TOjlhi73iMTe+8i6JpDJk6W+6AhPgMkgB0hfAbBhWpU0hN3oVSXxpYOWDUwk77gLYX1ZwOPgHvHbOTN2Y8k3MywvIGyz91IiT4BBJ1Yu/7I9B1E5lp6CixyaiZBagJGdin3o1i634Ow6lmDz9/cSsNLYF+otTinfzsy5OIssvHUYjPEvmLvwLUNLj45cs7qG10oyqzuXvSImZPLECJTkQv2w2mgZYzEkUNvJ21jeGzqGsbu+8rUqPiQbWAoQfTlJgkFIsNn26wdV8VjS1eJgxNIzUxKpjH8+m/8O19HwCjqgh8bqIWfKvbY23YWxkyCa+20c3WgyeZOabf2S+GEKLPkD6gK8Dy9UeDQcUwTV7a4qTZb8P55qO43n0K18rf4nz9keCAhHEFqVi0tmGcmqowfshZJofZo7GNvQ6UwH5KdCK2CTdhmiZP/Wsn/7diP698XMyPn9vM8eq2/iG9+NOQYvSjWzH9Ot3pbIhpJIedml4nZoeBFEJcbKZp0Lx3LeXPPUTpb79M+XMP0bx3LWZnk7rP0cMPPxycj/PCCy8wdOjQbvPfe++9lJeXX/Bxz5XcAV0B6ptCl+zwGybOw5uJrTkSTDPqy/EVb8RWOI/MJDv/NS+BDw95UezRXDMxl6yUGAC8u9/Fu+d9UDXs42/AOnQmeuUh3B//FbOlDiUxG/v4xVjyrkLRrBRXNHKorCF4HI/Pzwfbyvny54YDoMQkY7YbsKBEJUA367+Z7hYmpzv5KN5O3enzykiO5qqhPZ893RX/qRMYDZVY+g1Dsce0u14GB481YLWoFOQkoJwOsqZp4tn4Er59HwEm1mGzsM/4DxQl9HdZQ4uH4vJG+mfEkp7U9fBygJLyBkrLTzGsfxI2a9fXQVxchrMRf3UxWmp/1LgL/2z1NtM0qH71l7iO7sL0Bf4OvK2N1L7zZ1oPbCTj1ofCPofnqri4GK/Xy4EDB3qjyheFBKBLxPR50I9sxvS5sQya2KMZ/6a7hZYDe5iQq3GgXfdMZnI0yY5mvB3ze1oxXE04l/+C/o3VfAmwpE0gqv+3AdDLduP59F/B/O41z6Ok5AaDD4DZUIGveCPWwVMwDT90No+3XZp96h24Vv0OfC7QrNin3R38gu/IV/wp7jXPYvXrPBSdzJ4R92JNzGDisHQcts4/ijuLa/lkdyUxDguLpgwgM7nzAODZ/ibercsCG1YH0Z97EC1jME63zhNLt1FeE7jDGT4gie/dPgZNVfGX7Q42HwL4DqxGyx6BddDEkOP/cdkedL+JAty7cChzxnU+S/2Fdw+ydldgfa3EWBs/vOcq0to1V4pLQz++E9f7vwe/DoqCfeYXsQ2bHelqhWjZ90lI8DnD9HlwHd1F6771xI6ceUHH6N+/P8XFxRw7dozMzEw2btx4SVa4PhcSgC4B06/jXP4oRl0ZAN5tbxJ9y0+7/WXmrynF+daTtPhcTADMoTex0zuQ1AQH108biNXixrvtjbY5OFYH1vwp+PZ9gNlukU/96Fb0ykNYsoZ2MmTbxF++Nxh8gseuPYbr/d+jl24jIzqZwWk3UlwTaFazWVTmXxWYOGc01+I7sBolNgktZQz2KXd0GVhNw49nw9LAlwIQ5a1nasM7RM/+UZfXYF9pPc+8ujsY73YW1/LkA1PDgpXpacW7fUVbgs+NZ9sbRH/uQT7ZfSIYfAAOHDvF7uI6xg1Jw19fEXZM41QF0BaAXl9Tgu43T18teG1NCbPG9AtrMqyobQ0GH4CGFi8rNx3n3oXdN31cLkzTxGysDvT7WcPnaV1JPJtfDX7OME28m/6NdcjMs06+vpQaN60ICz5nmD4PDZtWXHAAGj16NDt37iQ6OhpN0y7ZCtfnQgLQJaCX7QoGHwjM3/EdWIN90q1d7uPdsTxwV3HaxNo3mXP3b1CjE9FPHMS9eyVqUg5qVBxKTBLW4XNR49MwXeHzd0xXEwBqWl7Ya5asYeipAzFqS4Npij0W/ejpOUetdXzd8i/2L/wBTW6TicPSg81QrlVPY9QHzks/dQI1Jhn75Nu6uAjekKY6AKND4Oto0/7qkBuwZqePfUdPhTXXmT53yOAJINin0+zyhZV7Js2SOxLvln9DcDUqBUuHxVBb3aHlur1+/IaB2qGZscXZ8X4UmjtJuxwZTSdxrfwNRkMlWKNwzLwP6+Apka7WeTPdLaHbXtfphXEvnwCkN3f/2fc313b7ek+MHDmSN954g6uuuorS0tJLtsL1ubh83pG+rNPl9rpfo870OMPL8LowGqtwvfMr/Md3YlQdQi/djnXoTLSkwAgya8E0aNd2rEQnBr9ULXkTsI5eBJoNrFHYJn0BJS2fysJ78GaMRIlJxjp0Jqo9tJnLprcyLVvnuqkDg8HHaKkLBp8z9GM7uzwfxRaF1n9MSJrWbziuj/+K68M/oVcdDtsnKTb8l3hyfHiaGpuClj0iJM06NPDrccqITCxa2/WIcVgYWxCYO6Wl9MeYfj9G8gDU1AE45n0NLT0/pJyZo0P/6KYUZmC1hPftDM5JIKND8+CM0b3/B3sxeDa9Egg+AD4X7k9exNSvjODZmTPv/RmWwVNQNGuEatM5y1kma2udzPk7V/n5+Rw+fJhRowJ//48++ihPP/00jz76aLf7tV/hesmSJXzxi188pxWuz8UlvwPy+Xz86Ec/orKyEq/Xy2OPPUZ+fn6necvLyzl48CALFnQ/sfFCGYbJ4fIGYqKs5KT17oKYja1eyoxcBiRkQePpP3JbNNYu2qRN0wh0nuaMxF/Z1mSmZQ5BTczCu3tl6K9900Av3Y52epUCLbMAx/xv4jvwMWpCBrYxi1CsDkzTxLv53/j2fwQWG7arbkQfPIdH/7aZippWYDzjhyzkW7NG4t32Bv6qorZj2GNQkwPNblX1TrYcPElSlMIYe0zIMjxqYtsXrtFUg9F0Ei2zIDiHyD/lSzSqb5LgqSIhbziNm98GPdAMoR/dRvQtP0NLDvSvmF4nc/q1sD3FQUVdYATgrDFZ5GXFd3rdoq7+Np7N/8ZoqsE6dCbW/EkAZKfG8MPbC1m9uRhrTBxXT84nPtqGaZr8fdUh1u5yY5qzmTAsna/lFYaVe+OMPFKiTA6UVJM3IIO5EwN3kf6GE5jOxsD5qRY0VeV/bh/Nmk0HONkCU8cOZOSgti8Zo7kGo/EkWubgTpciMv0+/FWHUWOTURMyOz3H7pimyZETTaiq0uU1Cj2ejr+qCDUmGaOxKvRFrwvT2QjRCRd9grDuNzhc3khSnL3L/r1zZZtwC2g2/CcOoOWOxDbymh7tZ5omxskSUDW0TloLelPC5MXUvvPnTpvhFKudxMmLL/gYqqpSWFgYDECXaoXrc3HJA9DKlSuJiopiyZIlfPjhh/z973/vsjOsoqKCDz744KIGoCanlyeXbqeyLnDHMXVEJvcvDv8iOh+b9lfz3Nv70f0mcda5/PdED1nxGtbBk1FjO2l79bTiXPFE8M5CzRxCdEYurqYGjOoSml/8FpYOv/SBkL4k7/6P8Kz/B5gG/pqjgTuiuDT0I5vbFibVPXg3LGVNddrp4BOwvaiGA8dOMbRgKkZ9OXrlQdTYVOzT7kKx2DlyooknX9qOTw8ME702cxaL7GvB04qa2A/7lNsB8OxYgXfL64CJEhVP1HU/YFetnb8s34dPz8VqGcBPU1uI09v98Rk6+pHNaMk3o584iGvVb7H43DyIRtXs/yB+yITgSL6w62YYuD76C/7jO09fxxYsuaNQbFHo5ftI/eB33Kp7oEHDUfcVSJ7GvqP1rNnZ1mez9eBJxuSnMH1U6F2LXrKJsTufZayhw3475HwH9/FdwcELSlwq0Yt/CKaJ5e3HmXe6WdFadQ0MuitwPXa+jXfLq2CaKI44oq77AVpK2wRio+kkzhVPYLbWA2Ab87mumzI74fX5+fW/dnK4vBGAEQOT+K8vjAm582vPaKrBueLx4PHUDnd9Slwaznd+hdlUjZY5BMf8b6DGJPW4Pj1V2+DiyZe2B0dDLpyUy+3zLvxhhJ5N/wqs4g4YTdVY8yaixHf/C97UPTjf/iVGdTEAWs5Ioq79bnBuXW+LHTGD1gMbwwYiKFY7UXljiBnR+crzPfXEE08AsHTpUgA++uijbvMvWbIkZHvq1KlMnTr1gurQE5e8Ce7MaIzt27czf/58fvazn7Fx40Zuu+027rrrLn76058C8Otf/5rHHnuMdevWce+99wYfLdvbPtxaHgw+ABv3VVFS0XjB5ZqmyT8/PBzswG72WXj+cAb2sZ/rNPgAePd/HNKsZVQV4cgZgv/odkxnA3ha0Y9sRs1o+yNVs0egnV4ix9S9eDa90vZwOK8Tz5bXAPBXl4Qdr6GuPizNvv8tnK/8EL10G2pUPFHXfhdLVqAj/cNt5cHgA7CyKo26yd9GyxqG6XMHHsnQXBsYHHG6idF0NeHd9gb//PBwcF+fbvD+nvC+KuX0l5xn8yttzxXCT3bRv8lM6np1BX/57mDwATBqjuIr+iRQ1qZXgndZGH48n/4T0zSorHeGlVPVIS0wTPvltjtO3YN7/T9CRs6ZzbV4d72Dd9c7IYM5fHvfw2isCgyQ2Los2AxrupvxblsWchzvzreCwQDAu+tdjOaaLs+3o0/3VweDD8C+0lNsL+p6/47HM06WYB2xADVlAFr+ZPD7MJsCA1n8VUV4Nr7U47qci3c+PRYMPgDvbS7j5Knw9+VcGE0n8e1eFdw2W+rw7nz7rPv5Dm8MBh8Af/le9NIdF1SX7iiKSsatD5H2uW9gy8xHi0nAlplP2ue+0StDsK8Ul/wOaOLEifz85z/nD3/4A62trTz++OOdjs74/ve/z4wZM1i2bFkwml8Mja3ht8ANLRfe/u03TJqdoR3gnR2rPdPZEJbmKT9Ex/4iLW0gjllfwvPpy/jL9tK69HtYR12Nbczngl/c7cs0TBM1swD2vtfuFYUpo3NZfbQc4/SXY260i/Tyj4PHMxoq8e56B8e0uwHobK5owo4l+JsDdxK+g2sxvW4wQp/yaDobaWwNvaabWzL5QuEY/Md3AXAqeRT16jCGuPVA80/7/T2tlFU1cPSkm4KcRPqlht4JGc7wHwxnrmXHa2q6WzC9LkblRPGKquA//bwoBRg7uEO7u+EPGzjRsW7BtE76+QxnIypK2AAJo0OdwutvBgaO9HD+SmMnj3Zu7OYz3PH4ANbBU3BMvwfD2UDrP74b8pq/prRH9ThXHf/OTAJN1meba9WdwPsT+l50dr6d79cx7ez7XQhFUYkdOfOCR7tdyS55mC0pKaGgoIDnnnuOL33pS3z3u98Njs746U9/2u3ojIthSmEm7b9X42NsjMi78OYGi6YyqTA9JG3qiO7b9q2DpwRXIoDAaLTYMfPC8mkZg/FXFeEv2wOYYPrx7V6J0VgdvBs6Y5Uym2//Zi3/9YaTI2mzURxx+KJSWZ70Hzy/to7BOfGMK0hlzrhsvrUwm7A/3voKnG//kuYXv8UM/wZslraPzPhcG5bmEyH5/TVHw0bbWQqmhp377KsGEH3tfxN9y8/4ZPB/8bPicfxu2X4e+tN6mjOvCsm7PmYBj/x9Fy+uPMSPn93E+j2VoeX3Hwu2dvNtVA3LoEmnjz0tJK+aOoDWlx8iZvmDPDCgiOH948nvF8/wgUm8uPIgS947hMsTCBiKZsFyui8peKyhM1A6BAZLwTQsBaHNFUp8OlrGYNSEjLAmLmuHOnXcVhMyOx2x2JUJw9JDmtvsVq3blS+sBaHNO0pCJmraoMC/oxJQE0OXRLL0G97jupyLaSNDPxMZSVHk90u4oDLV9HyUhNA1D61DpnWRu41l0ETQ2v0etzqwDBx/QXURZ6c98sgjj1zKA77wwgsUFRUxYcIE7HY7y5YtY+XKlbzyyivMnTuXl19+mZtvvpn4+Hjq6urYvHkzixYtwjTNLic4dsXl8nY+AK2d1MQo8rPj8RsmBbmJfGnRMBI6GX11PkYNSsFq1YiyacwZl8310wagdnMOamwyWtZQ8OtoGQU4Zn+JxLxhOE0HRs1RUBRsoxdiHXk1+uGNgQ7TdrT0/MDTTlUNxR5DccbVLNmtoftN/H6TTXWJDP/cHaz3FfLhviZaXD7qmjxYLSrf/cIYopNS8R1eDx2eMWTUloLfR1zrcSYPiiJj5GSmj8pi8awC/Ic/CbnrsvQbjmPBN1BQUKLisY29Htuw2YwclIzDpmG3atyZWczU5lX4ijfhSxnMMx/UBe9EdL9JpZbD9AkFKKqGZfAU/nggE2+7pr+yky1cPbGtD0WxOgJByK+jOGLRckeiJeegxiSh9StEscegaBa0gePxl+4INsmleMqZNjyVPa4M9hypp8npo7SymbomNxOGBn48WHJHg2ZFsTqwFs4NrB4xaAKYJmpMMrZJt2IdOB4tqR9qSi52qwaZw3HM/BLq6dUYrAMDATVwPa4Le/CelpyDmpQNpomWMxLHrC+idvNAv47iom2MyEvGpxsMyIzlPxYOIyu18/6ywPGyw493euSjoiho/YZjNJwAnwfLwKtwTL8bRbMSE2PH2YtDy/ulxpCTFoNhmozIS+aLi4YT7biwRhlFUQKP9jCNwPsz8ZaQicWdiYmx4zLsWLILMf0+1NQ8HDPvQ0vs+SjGmJgre+5UpFzyR3LX19fz0EMP4fF40HWd//7v/2bVqlXs2LGD5ORkampq+MlPfsKECROCr586dYr8/PxuZ+52pq88krvoSC1/X3mQovJG8rPjuW/hMBJajuB6+3/bMqoWYm5/IuSRDW9tKOX1tUdCyrt5Zh4b9lZRfSo0yDz5wFQaW7ykWppxHFqF4WzAkjcBz9q/heRTHHE0LHqcorIG8rLiyTXKca9+FrO1HjUtj6gF3+r0sRFn+A6tw73mueB2k5rIj2tvCMmTkxbD//vKZCDQD/ONp9bg9bUFoLhoK0//Z3izhXfXu3g2ta30YJ/xH9gK2+4g9RMHcb0V2pyr5oziP/eMC/mhYrdq/On75zdzvq8+thr67rlF6pHcIgJ9QMnJyTz33HMhaZMnT+40r8Vi4ZlnnrkU1bqs/e2dA+w9Gug03nuknufe3s8P7hqPY879ePd9AIqCYo/D/cnfseZPxjok0MQyJDd8VYKh/ZMorWoOCUAxDguP/2MbDS1eNFXhtrnXcPXswB2Gb/eqwK/h07Zq41jy3OZgQ91tcwez8K5fgceJ4jj7EHa9bE/IdrzRwIhMK/uq2vrL2o9EUxSFueOyWbW5bXDG/E4eYWyaJp4dK0LSvDveCglAWnoedBg6bs0dRWZFdMhAlMyU3hkOLITonqyEcAU4eDy0M/TQ6W3rkOlYBk+l9ZWHMU4G7nT8ZbuDrw3JTeTuq4fw7qbAQnKLJg9gSG4iiXF2ahpclNe0EhdtJSMpmuLTI//8hsmra0qYPiqTaIcVx7yv4f74rxinTqCm57Oycghmu1XoVmwo5ZqJuag9CD5AYD7RkXaP7FYUvnF9AR8cdFFR28roToZC3zZ3MAMy4qgpLWaUWkK/eB+mNwOlYzNVx1WEOwyGUCx2ohd9D8+mf2O0nsI6eDLWkQu4L7GJP72xl8ZWL4mxNm6eOahH5yKEuDASgK4AeVlxIcNsB7abaGjUHMFsOhmS31eyCeuQ6fgNg/lX5QTXWEUDRAAAIABJREFUbjsjPTGK//eVydQ3uYmPsfH4P7aH7q8bNDt9RDusaKkDifnCY5i6N/BsoD+sD8lr+n14tvwbo2IfanIu9km3drvQqm3UQoyao+jHdoDVgX3i57GlZnLDjK7PX1EUJqY5cW58AQwdTxn4ij4h+pafBdf3UhQF28ir8ba7C7KOWhhWlpaeT/Tih0PShuQm8stvTuOtDaWs2nyc3/57F4UDk/jmTaMuuE9CCNG1Sz4I4VLqySCEy11MjJ1+yVGUVDTS0OKlf0YsX72+kPjoMzPUzZB5KQB77eP57ceNvPrxEU7UtTJqUEqnkxKj7BZUVcHj1YNNfABXpXuY4l6Hfngjij0GNT4d5fTaZ4Zpsr/0VDDvtwccJOHYGkxnI0bdcYzqEqzDZnV5PopmwTJgHDZ/C76mOkyfGy1tIIqj+zZ079ZlGLVHg9umqwktayhquwmGluxCtNQBqPHp2MYtxja0m6jWQUOLhz8s2xuct1XT4EZVFYYPOLcRkb3dUX856avn1hvnJYMQzo/8vLsCZCZH8//d3B/nx/+HWVOCtnEIxuyvosanocamYBt3Q2DxUtPEFfP/t3efgXFU58LH/zOzXb1ZzZKL3ItcwA0ZF4xDh0AIMS0QAwnJvclN4pCQ3BQIzk1yL7lJIPUlXAKEEoodm2AgYAPuDXfLVbZsS1bvWm2feT+svNZqZWlthFcSz++Td3bKOav1PDvnPOecHP5aMghve6bX1gPVDEqxc8ucrqc7Alg4LQ+zWWPn4Rrykww+U/Fn/EeDmW3+Eztw3PTD0Bxp18wYQnZaHIdONjAsO5HhO1eFJW4Hqo5guFu77Q/ybHkFX/EHwf2dDbhaanF8/mfdZzl2MZdXV/N7mYZMwTRkyrnPcw4VdW2h8VBnlNe0nmNvIURvkADUT7g+eAqjOjhSO1BxCPfa/8Nx/fcAsF56M+YxczCcDVR4UvG+GD4p6PHTzd2e+0xH//wpucEstZMdBrMaBr6SrWGTdE4ekR4atNl2PItA69mZexV7YviYnC74y/eHvdYbT2M461HOMUMEgGXCQnwlm0MJBFrueLSsjz9tyxkFuYnE2Uxhs18XFnQ/YaQQ4uORANRP6J2m0glUhc8ercanQXwaeR4/dquGy3O2A35UfvTNSEpcasQ2NT5y2xnWmbfjeuc3GC01YHFgvfzeUHPduWhpefg7TICp2BNRHN0PQFSTs4i77ef4T+xEtSWi5Rf2UJPzY7OY+NZtk3n9wxKanF5mjc9kzqScng8UQlwwCUD9hJY1MmyGai2z61//dquJf795Ii+vOUp9s5vP51UytfRNWkv8mCcuxDr5+u6vkzsO04iZ+I9uBkDNHHHOmbshOKjRtuCreLe9hhHwR0wF1BXrzEVo7kY8p4+gxKVim7s4qkkfVXviJ7qy5fCcRB66/fyb74QQF0aSEPq4Mx2kWvZo9NoTGG2NaNljgjdta9ej3TOS7cyfkstVIxXSP/p/wZkN/B4C5cVoGUO7ne5fURSU/Kl80DaC1Z5JNA++jGG5qWhdTQRH+wzeyx/BaKzAaK3DX/oRWvpQ1ORurmFxkDnzKlqrK9FrjhEoL0aJSwktxdCfDdSOehi4dZMkhNiRJ6B+Qk0chOPGH5zXMYGKQxHb/KcPBaet6cbLq4+wZkdwNuVdJ49RVe9i8XVdzwfmLy+OmLrHX/oRpiHdX6P5o7fxt89YbTjrcb//Z7SskZ/ItP9CiL7p0zHn96dU59U9g9t6HmS5aX9lxOtzzdikJg6K2KZ0sa0zd1mn4KgH0D+hWZeFEH2TBKABTBs0HOvMRWBxBFdBnXRtcKLGHiR2ak5IirecM0VaSx8SXOa7ff0SNWMYWk7PC/rZ8jo9Uaka6qBPdhVKIUTfIk1wA5yl8Or2GQGMqBe5WnTFCP74j314/TomTWVRD6tU2mZ+AUvhVXi2vob/yAZcKx5DzRyB45pvR06X0y7xkqtoLj+B7/B6XJYU1Ck3k9DNDApCiIFHAtCnQPDpJfqlLCaNSOfxfyuitLKZ/MyEDrMunJvR1hjq0wHQq47i3fce1qk3drm/omrYiu7ircBlvLXlBP5TrUw5sIev3Dgei7n7NG4hxMAgTXCiS/F2MxOGpUUVfAD05sgloI0elpU+UdnCGxtLQ9Pf7DxSy4e7Tnd7jBBi4JAAJHqFKXdcsK+p47Zh3S8EdrrOGbGtoottQoiBSZrgRK9QrHE4rv8enp0rMZyNmMctwNTDbAXjhqRgNqn4Oqx2Wlhw7sXshBADiwQg0WsMbxt65REMVzNeZz1acla3ad9J8Va+9flJrNxwHJcnwLwpOUweKQFIiE8LCUCi17jX/hXDFZz41HA24N7wPHE3/6TbY8YMSWHMeS55IIQYGKQPSPQKQ9cjFsbTGyvPsbcQQkgAEr1EUdWIGap7mo5HCPHpJk1wotfY5z2AZ9trBKqPoWWPxnrpLbEukhCiD5MAJHqNYovHdvm9sS6GEKKfkCY4IYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIYQQMSEBSHwsp2ud1Da6Yl0MIUQ/ZIp1AUT33GUHaXvvBQx3K+bRl2OZsDDWRQLA6wvwxOt7KC5tAKBoYhaLrx2LoigxLpkQor+QJ6A+zHC3UvHSYwTKi9HrTuLZ+AK+ki2xLhYA6/dWhIIPwIa9lRSfaOjmCCGECCcBqA/zVxzC8LrDt53YFaPShKttdHexTZrihBDRkwDUh2kpORHb1JTcGJQknNPtY2ReEh1b2yxmlcKC9NgVSgjR70gfUB+mJmeTOv9O6te+AgEfWt5ELBOujGmZlq0t4a3NJwnoBsOyE3FYNawWE9fMyCclwRrTsgkh+hcJQH3cHvt03rLGE2/WWVA4gQKz7WOfM1BzHL2xAi13PKojKerjSiub+efGE6HXxyuauf3KkSy8NO9jl0kI8ekjAagP219az69ePtvns7NsF794cBZJcZYLPqdnyyt4d68KvjBZsF/7EKaskVEdW1HbFrmtLnLbhfAd3YTv4FoUaxyWKTegpQ+J+ljDMED3o2jmiPf8AZ2mVi+piVbJ0BOij5EA1IftOFwT9trjC7D/eB2XTci+oPPprma8e945u8HvxbtjBaZrvxPV8eOGpmAxqXj9emjbpIK0CypLR/6Tu3Cv+fPZ1+XFxN/xOIrFEd2x657DcDag5U/CfsWXQ8cVl9bz1BvFNDm9ZKY6+PotE8lJj/vY5e0rKuqcbNhbic2iMWdyDomOC/9hIkQsSBJCH5aZEnkD7mpb1AI+MAJhmwxfZDbbuSTFW/mPz45kTK6DoVkJ3HvNGCaNOJt44D+1F+fyR2l9+bt4dv0z6vP6jm0P3+Btw19e3ONxhs+Na/WfMZz1gEHg5C4825cDoBsGz6w6QJPTC0BVfRsvvnc46jL1deW1Th796zZWbT7BsrXHWPrsdjy+QM8HCtGHyBNQH3b5KAcHjiez+1gjigILpg6mIDf6PpvO1Pg0tLyJBE7tDW2zjJ0X9fGeHSsZvGMFX9UDqIOG4xj97dB7elsjrn/9FgJ+ALxbX0ONT8M8YlbP5UrM6GLboB6P05sqwRee+q3XlAbL6g1Q1+wJe6+81tnjOfuL9XtO4/WdfRKtbXKzp6SOaWN6/tyE6CskAPVBhq7j/vBp/Ec2shhomDSHhKJFpCTaP9Z59ZYa1PShoGgotnjMw6djyi+M7tjmarzblwNG8HX1Mbx73sY6/VYAAhWHQ8HnDH/Z/qgCkGX8lfhP7kGvLgFFwTzhM2hp+T0ep6bkotgSMNwtoW1azhgA7FYTIwYncbSsKfRebzQX9hUWkxaxzWqWBg3Rv0gA6oP8pR/hP7Ih9Drl1IfY6iZC4qU9HmsE/Hi2vor/+HbUxEFYZy5CSx+C3lyNc9lPwBt8YlASMrAV3YXe1ohv37sY7hZMo2ZjyhpFoKEc3953MHxezOPmY8oejd5UxZngc4beVBn6t5aWByhh+3QOInpzDd6972B4nLhmXAVxQ9GdDbjXPYvRXI2WPQbLzC9gyhjWbR31tiY8658jUHEIJTkLJS4Fw9mAadglWKbcgP/UXrx73+HeRDMrhlzKqRaNcUNTuHVeAaeqW6lrcjNmSDI2S+99/X0lW/B+tAKX4UcbOx9L4TXnKHsjno0vEqg5hpY9GtusO1Cs0fVLGe5W3OufxV+2nxmJw1nnmE5jWzDoj8hNYvyw1F6rjxAXgwSgPqjjjT20rTFyW1e8O9/AtzeYaBBorcP1zm+Iu/1/8B1aFwo+AEZLDb5j2/DuWInREkx28B1aj23h13F/8BR4g9lt/mNbcXz2x2hZoyKeNkzDLgmey+8lUHcK06gi/Me3g9+DafgMzOPmn72ez0Pbyp9htDUCUFGyBfv138O78w0CZfuC5a04iHfb6z0mRbjXPkPgZDA70Kg6ipY9mrjP/TR4jvpTuN7+NRg6CcBd6h4ctz2GlpzDS+8d4d3tpwCIt5v53p1Tye2FpIRA42nca/4EhoEO+Df/HTUpG9OQyZFlX/NnAqcPAOBvqcXt92G/8mtRXce98QX8x7YBkFC7jx9ktnB4/IPYLSYmFqShqfIEJPoXCUB9kCl/crC5y2hv41dUTPmTojrWX74/7LXhbEBvOA1dpCjrTVWh4BPcWce7+61Q8AltO7oJc85YtOHTMBpOY+h+zKNmYx4xC8PbRtvyn4aCppKci+P670aML/KX7wsFnzPn9R/ZSKD8QNh+nV935cwNPPS64hCGoaMoKv7SnWc/NwA9gL90Fw3DUnivPfgAtLp8rNpUygM3jO/xej2X5xAY4U+H/vLiiABkBPwRZfe3B9+orlNxKOy1tekEM0fEo9oSzrPEQvQN8pOpj/H4Amwo09g/ZBF6xkhs+eOxf+Yb7U1cPdNSO+1ntqEmDsKdPxMcyaHNalo+pryJEccrjsibmVF7HNc7v8FfvIZAxUEsY+aGkhd8RzaGPbEZjeUETu2JOIdqj0yeUOyJqBnh432UtDzcG57HuewnuDc8j+GNnF9Oyxgafu60fBRFRXc1o8RH9vOoSYNwuvydGhChxeWL2PdCdC7PubYpmgk1OTyFXksdfB7XCW+aVBIyUKzxUR8vRF8jT0B9iK4b/PKFHZRWtgAmrJbZ/Oobc3CYoh9AaZl2C3pTJYHTB1DsiTin3sWvX9hLaWULg+Ju4IFJHvJzUjENnYpismAaPi3UrKPEpWKduQivEeyHgmBACFQdC7uGd/dbmEdfHnzh90aUwfB5IrZpmSMwFczEX7IZAHNqNubxV2IqmIl7zZ/Q60+hpuWh2OLx7V8d/DxqT2C4WiKaqGyXfwnXmj+i155ATRmM9bI7afvnL4NPF2Y7asYw9JrjAJgKZmIaMpV8RSE/M56TVa2h81xeGDnX3oXQMoZhmf55vDvfAN2PefRcTCNmdrmvbe59uNb8CaOlFjU5G+vsewDwl+7Es/11DE8b5rFzsU69KeJYa9FdGJ5WAhWHUJOzsc17QAbXin7togcgn8/Hf/7nf1JRUYHX6+W//uu/KCgouNjFuCh0ZwOejS8QqDmOlj0G26zbUWxnf7Eafm8wYeDETtSkLI7l3dgefII83gCrNh7n1jnDo75m4PRBDE8bSlIW5omf4R9H4yitrAKg2qnw250J/Oqy6eBvw7XuWQLVx9Cyx2AaVdTe9LeMQG0patYoLOOuQBsyGedz/x52DQMD1wdPEzhdHPxFb7GfTW6wJWAqmB6+v9+DZ/PfCVQdQc0aiWXMXLJnLqS23oW/7gRoZpTEQZhHzsaz9dWwY/2lO4LnaG9iA9Bb60A1QeIgTCMvw1+642zTls+FXn8Kxy2PoljjUBPS8R3egHfPW3zNYWbd2PnUq+lMHzsoNIbJ8LrwbHoJf/l+tLR8rJfdgZoQnhpu+Nx4Nr2Mv2wvaupgbJfdGUoV9/gCvFo9gr2uuxiaHc9nx44kW4lsXDACfnzHtmEYoGaNxlZ0F1pqLnprPa73fgd6cByPd/ty1IQMzCMvCz+BoqLYkyAuFTV9CErChU/+6i/diWfHCvB7MY+/Asv4nucYDDibcK3+M4Gqo2iZI4Ofkz3xgstwLnprffD/TW0pWs6Y80vUOJOEU/oRamIm1lmLIlsFRJ+hPfLII49czAuuWrWKmpoannjiCVJTU1m5ciXz58/v+cAL4HJ5OzfNX1Sud34bbI7yBm+Kekst5uHTQu97t70eTBjwtmE0V1NTWc1WZ3iTzKj8FMYNSYnqeoGG07je/GWwr8XTSuDkblY1jaHFc7ZPxOvXubwwG3Xzs8GnEa8Lo7U2WMbG0/iK17Rvq0NvrMA68SoMrwu96mjoHGpSNoGTO4P7NVejJOdgGTMneLO4/F7UuPDyeja9jK94dft569GbKkmZcT2t1ZW0rViK4awDj5NA2T4UR3LY2B4lIQPfofXBrLfTB1BT83Ct+p9gmT1OAuX7wecOS47A0DGPmo2WOphAdQmut3+N4WrG7GmkwLmL6QsXkp139unHve45/IeDSRp6UyWBqqMR46M8m17Ed+D9YB2aqgicPohl3BUAvPp+Cas/KqPNE+B0nYvi0gaumJob8XTi3bEC3+43g3/v1jr8J3djnnAlgVN7Q0+hoXpbHZiGTg3b5nrv9wRO7GwPsmUYTZWYz/Gk1R29uZq2lT/HaGvAcLcQOLUHLWMYalJWt8e1vP0k3pLtwc+poQy98XRUafbny/X2r4OJKV4Xet0p9NZ6zMN7zgAF8O74B77dq4KfcUsN/hPBz1jp4gfBGXFxVtraIp/kz0dcnEzEeyEu+hNQVlYWmzZtYseOHSxYsIAFCxZwxRVXsGbNGgCefPJJcnNzyc3N5fnnn0fTNI4fP86sWbP4/ve/f7GLe8GMgJ9AxcGwbZ07nP1l4QkDBb5DDM+cx7Gq4A3YZtG49rKhUV8zUF4c0Rk+LrGZ001nZ0/ISnWQnmSjtVNZAhUH0Z3hC8rpDeXsP3iSdVXjGZIWx7QsLykjJ+N657fhda07iTbtc/hLd+A7uBbz+AVhv4w711tvOI2/uS74+ejhY4fUtHx03Y/hakaxJwIGet2J9jIewr32/4IzOnTUOcHCloDh96I3VnbRyW/gL98X1kcTKO9UvprjGB5n2K9uf4fBu0DwB0VbI6ojmX3H68Leq6xvo67JTXpy+LitzmUxnPXoDafb570LT2FX04fSWSDi+7M3Yp9o+E8fiJgRw1+2r8dEF9ex8LWoAp2+v73B8HsJVIbPWHE+9fSf6uIzbqw4r742cfFc9AA0bdo0HnvsMX7/+9/jdDr5+c9/fs59N2/ezMqVK0lPT2fevHn9KgCd6XDWGytC2zonEqhpg0M3VwDVFsd3vzCFfbv3Y645xOBRY8nPSqSmpoVoqF0kKtw0OR5SUthzso3sNAdfWDASRVHQ0vLCsqrU5GzUlFz8zVWhbaXaUH6z4iiGAVtxsOpUIj+fmoealkegwwBP7Em43v4NZ26g/mPbcNy6FKU9LVhLy8PfIVFBsSeixSV1WV5T3gTMC/8dvbkaxZGM89nw/h+9uSbymILpkDcR37GtKPZkDGcdrjf/O3jtLhItOjfJqKl5BDoEXyU+Ldis2PGYtHz8HTIGFUcySnv2Wd6g+LBJWRMcZpK7WJpCS80LDrYNFdyKr3gNen0ZWt4EAlUl4PNgGnkZ5rFzI45XU/PQ6052eN3zYN2udNUkFU0zlSVzKN7Ks/2BXf39Pi7FZEFJysIIG2MWfT21tDz0mg59lmZ7RHOq6DsuehNcSUkJubm5LFq0iISEBB577DG8Xi/33BPsjP3www9JTU0lMTGRxsZGbrvtNjRN44UXXgjtE61YN8FpGcPwlx8AbxtqSg62eQ+EPRlogwoIVB3FcNaj2BOxz7kPGstI2vxHkltKUEu3oPu9GJljorqempAOeoBAzXFAQc0sQD+yntGNG5iX2UDRtdeQkBjsg1IHDSdQcRDD3UKbI4fK8XeRPGYa1JRgtDWixKXwYeJNHK89+4Ti8+sMzohn6ITCYOpze9aZlpwVls5tuFvQcscFy3OmnpVHgud1JGOb/wAJOUNwGTbQzMEbr6FjGjET66W3BIO3PQHFZMZ/cndY+rYpvxDzmHkEqo6CHkAbdim26Z/HlDcRy4SFGI0VBE7uPluW5mpMBTPRmyoAFdO4+VgnXhX+dxo0nEDl2frY5n8ZrdNNK7jPYYy2JpS4FGzzHkBLygRgeE4iR8qaaGz1kJMI3x68C3XLcwRO7kYdNCyUAagOGo5ecwyjtQ7FloCakE7g5G4MZ32wnKMvx3HDw5iHT+uyyUgb1P598jhRk7Kwzf/yeS2nEfqexKUACoHqY4CBaVQRlqk3dttMBZA6Yhytx/aAx4mSlIX9Aq/fEy1jKP7Txe3/b3Kxzb8/6lRzNWM4enX7Z2xPxDbnSz0GMGmCix3FMC7uLfp///d/cTgcPPjgg5w6dYoHHngAwzB46aWXSEhI4Oabb2bx4sXk5uayfPlyfvGLXwCENdNFq66uFV2PYQQi2HluuFu77aw13K1gsaOoGs5Xf4jeUBZ6T9HMxN3zexRT9DMdG34PemsDba/9Z6hjG8A8YSHWGbeh151ETcxEscWzeXcpz7xbis+vY7ea+MbnJjJykAnFEsdbW0/x2gclYed+aNFkxg5NZc2OMtbuKiPeYeXupG04Tm0M289x69KIZg/d3YJiiUNRVTIyEkJPdvuOVvHSmmPUt3iZNnYQd39mFOb2qWb0psrgwNOa9g7pOV9CdSTjrzyMZ92zwSasweODwd2RhGvNn/Ef3RR2XfvV3wKTBfeHz2C0VKOm5WFf8LWIlGjd1YxijQ89uXWlYx06a2nzErf7JZx73w9tU5KyiLvt52H9QYa7FUNRcD77b2HHK45k4u/6zTmvDVDT2MZzbxVzvKqN0XnJfPHqMRe8PIfh94Cuo1iim+IpIyOB6upmDHcLii3hE83Ai+b/TbfHu1vBYkNRe27k6fhdvFAZGTIW60Jc9Ca4e++9l4ceeoj169fj9/t59NFHOXDgAA899BC5ubmMHBnd2jT9haKo7X0Z3exj6ziWQw97z8CI6Nfp8Zoma7BTXg9v5w9UH8P54ncwXE2gmbDMvoeX1yr42pdXcHn8vPL+UX50TzBRYt7kHLYeqAqlLk8bM4gxQ1LYdrCav/3rTDt9G09as/leWiK4mwEwjbysyzb3rn7Fur1+/vjGQVyeYFnX76kgNcHKZy8PZv6pSVk4bghvejUMA/cHf8Forg7Wq2wfno0vYL/ya5hHzAoLQIojGS1nLG3LfoLREtxfrzuFe/1zOK7/Xnj5orjZdfdLPMFhwXUqfBZvo6kSw9UUTK44UyZbPBg6iiM57Okumqy2p/55gKNlwc9555Fa4CBf/1x08/l1ppjO/1e7oig9fp97QzT/b7o93ibjo/qDix6AUlNTefrpp8O2zZgxg3vvvTdi3xkzZoT+fb5PP/2VeeJVeNY+E3ptHzIB1+o/oDpSsEy5Lur2bC1jaMQNzvC2BYMPQMBP68aXaXF+Luy4+g4zSDtsZn50x3iqN7yBxVVD4mgHiqKw60ht2DGnPXEcnLKE+tPlnHZqTMweRnQ5S1BW7QwFnzOOdOxf6oLhag4FnzMC7X0rpvxC7J/5D6r3baZVTaSgKJhe3LEvDiDQoS+lN1lzRuBvPNuPpsSndXkjVRQV6+y7cb//FPjcweaiWXd0e25/QA+bXBXg4MmGc+wtRN8nA1H7GMuYuajJ2QTK9gfXuzkzrxvBbKC4Rb+MqllB0czYr/0O3m2vo7fWYyqYge/wuvBr+ZxMLkhiZ8nZm9qMcZlh+3j+9QTx7ckK7vKPMLxt5KRHjktaV9zAvuPBtYXWHd7H7QtGsnBaz53UuRlxWC0aHu/ZIDQzsYK2f/4LTBYsk67FlD06vG72xMiO6qxRoX+vPJnIm/tHYxiQW1HKdxalYM4aFZZdZcr9+FPwdCVt4ZdwNzUQKA+OkbLNve+cfSvmoZdgunMcenNVcGbvLqZL6sikqeQNiudU9dnBtEOzPvmnESE+KRc9CeFiinUSwoVS49Mw5YzFd+D98F/uXhdaztnO/R7PY0/EPGImlnHzMWWNxHC1hGW+admjufS6WwBI1tzcOMzJFdOGoNmDzUx6Sw2eTS+FndNwtVAw9zpOVLVQ3eDCpKlcMzOfjXvDJ0utb/FwxdRzp76e6fg1m1TyByVw7HQzbm+A60b4Kar6O0ZLDUZTFf6SLZhHFYWtjqooClr2aAJ1JzHcTkxDJmOdfTeKyUpVQxt/+sf+UEJzS5sPMJg0+3KM5hoMnxvTkCnYiu4+r361aCWkJOFsbEJvqkJRTahped2mACuaGdWRjKJGLq/QlRG5SRwta6S5zcew7ETuu24scfbuA1dv6Y3O+r5IkhBiR56A+jAlrvP0+krEIM/zYZl6E4rZhv/UHtTUwVim3ohqMXHTsFZcR56BFj/uk69iFN2FZfyC4E1fNYWN1XGZk9mzr5LJI9K5bf4IUhNsaJrCu9tPhS2QZrdGd0MFKCxIo7AgOKDRvfnv+Oo6/GoI+PCf3INlXPhgZS0tj7jP/ijiXHVN7og532qb3Kjxadiv+o+oy3Sh2o7twrPhb0AwKd295k+oqYPRUnJ75fx5g+L56X0z8PkDoUQNIformYy0D7NMuhZz6plMLQXLpGtQkzK7PaY7iqpimXQNjuu/F5xKpr1D3bPt9Q5BxsCCPeUnAAAJ/0lEQVSz7XUM3Y9ijcNyyU0EB0lCmymJX5ZO5m//Oszf/nWY37y6G90wsJo1bugwYNakqdw0u/s1fc6lq/qdT51HDk4iOT78yeZirhLqOt5pIlbDiGqG7/MlwUcMBPIE1Iep8amot/yM5Su349ZNzM0exuieDztvhqfTUtU+dzCDTjVhnXID5mHT0Jsr2VqZRN2a46Hd6ps9bCmuYsElg7lu1lAmFaTTsn8tuQ3bMRVvw2+9AVNOdGOYzjCPKgrO7XZqD6BgHjMHLWds9MebNL57x1T+ubGUplYPsyZkMX3shQft82XNigy8avqQLvYUQkgA6sPa3D5+8NQWmp3B9umtR3bxg7svYXhO73Y8m8fMaV9uO8g0YmZYiq6anIWanIVSWxZxrN6hky3LW0rSkVeAYNKEq/IwcYv++7yaDRXNjOOab6M3V4NmvqAmx6xUB/dfP+68j+sNceOKMB/eg+/gh6BqWCZdhylrYA0tEKK3SADqw/aU1IWCDwRv9pv3V/Z6ALJMuRE1Ph1/eTFa+hDM7ZNsdjZ9bCarNp8IpWpnJqjMTK5Fb7GhJmTgP7Ez/ICAj0DZPtQzSzechzMzTfc3iqJim/1FrDO/ACifSKKDEAOFBKA+rKsR7knxvX9DUxQF86gizKOKut0v3m7mkS9NZ0txFXZnGROPPQ9rnDgVBeuM2yJmFgC63PZpcCGDPIX4tJEkhD5szJAUZk08ewPPTY9j7uTeyaa6UPF2MwsuGcxk50bwtvcdGQaebcswDZuOlt++DLWiYS68Gi1zROwKK4To0+QJqA9TFIUf3DudbXvLcXsCjMpLRlX7xgqYoRkVzgj4QPfhuPqb6K31YDJHPYGkEOLTSQJQP9AXR7ubRxbhqT27lISWPRo1Pg0IZu8JIURPJACJC2KZ+BkUqwP/iV2oydlYCq+OdZGEEP2MBCBxwcyjZmMeNTvWxRBC9FOShCCEECImJAAJIYSICQlAQgghYkICkBBCiJiQACSEECImJAAJIYSICQlAQgghYkICkBBCiJiQACSEECImJAAJIYSICQlAQgghYkICkBBCiJiQACSEECImJAAJIYSICQlAQgghYkICkBBCiJiQACSEECImJAAJIYSIiQG9JLeqKrEuQq8YKPXoTOrV/wzUug3UevV1imEYRqwLIYQQ4tNHmuCEEELEhAQgIYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIYQQMSEBSAghRExIABJCCBETEoCEEELEhAQgIT4Gp9PJunXrKC4ujnVRhOh3tEceeeSRWBdChPP5fDz44INkZmYyePBgKioquP/++3nttdfwer0UFhbGuojnpbW1lW984xssW7aM5557jsLCQvx+f7+uE4DX62Xx4sXY7XZee+01GhoayMzM7Pf16uhb3/oWbW1tJCcnD4h6XXvttbz99tssX76csrIy8vPzB0S9+i1D9Ck+n8+4//77jeuuu87YvHmzYRiGsXjxYuODDz4wdF037rnnHqO8vDzGpTw/f/vb34w333zTMAzDWL16tfHVr36139fJMAyjuLjYePfddw3DMIyDBw8aixcvHhD1OuPNN980CgsLjddff31A1KuiosL4yle+ErZtINSrP5MmuD7oscceY8KECQAEAgEOHDjA3LlzURSFoqIitm7dGuMSnp8777yTa6+9FoC6ujoyMjL6fZ0Axo4dy5VXXklJSQl/+MMfuOmmmwZEvQBqamp4+umnuf322wfEdxBg27ZtHDp0iNtvv51Fixaxe/fuAVGv/mxAL8fQH5lMJrKyskKvXS4XmZmZodeJiYlUV1fHomgfW319Pc888wxPPfUUe/bsCW3vz3UC2LJlC6WlpTgcjgHzt/rJT37C97//fTZt2oTb7R4Q9RoxYgR/+ctfKCgoYNu2bTz++OMDol79mQSgPs5ut+P1ekOvnU4nRj9cQcPn87FkyRKWLFlCVlbWgKjTGXfccQeXXXYZ3/zmN/H5fKHt/bVer776KgUFBVx66aVs2rQJm802IP5ew4YNw2azAcGn1yNHjpCWlhZ6v7/Wqz+TJrg+TtM0kpKSqKioAGD//v0MHjw4xqU6P4FAgCVLlrBgwQIWLFgwIOoEwRv1448/DkBjYyMpKSkDol7vvfce27dv5+6772b58uU8/fTTmM3mfl+vRx99lA0bNgDw9ttvU1hYOCD+Xv2ZLEjXRz388MPcfPPNzJgxg/fee48//vGPTJkyhXXr1rFs2TLi4uJiXcSovfLKKyxdupTx48cDkJOTwzXXXNOv6wTBLLjvfve7VFZWYrVa+fGPf8zx48f7fb06evLJJ8nNzSUxMbHf16u8vJwlS5bgdDrJzMzk0Ucf5cCBA/2+Xv2ZBKB+oqSkhP379zN37lySkpJiXZxeMRDrBFKv/mag1qs/kAAkhBAiJqQPSAghRExIABJCCBETEoCEEELEhAQg8an18MMPs2zZsh73e/LJJ3nyySfP+f7SpUtZtWpV1MctW7aMhx9++PwKK8QAJAFI9FnNzc389a9/jWrfsrKyqILJJ+GHP/xhaKohIUT0JACJPqu5uZnnnnsuqn3Ly8tZvnz5J1wiIURvkgAk+qQlS5Zw6623UlFRQVFREffddx8Af/nLX5g3bx5XXXUVH374IRCcCufrX/86O3fupKioiB/+8IcA6LrOj370I2bPns3ChQtZv379BZfn8OHD3HDDDcyfPz903TOibcoTQoSTueBEn/SrX/2KsrIyvvjFL7JmzRoANm7cyD/+8Q9WrFhBTU0N99xzDytWrODFF19ky5Yt/O53v+P5558PnWPv3r00NTXxwQcfsG/fPpYuXcrs2bMvqDz79u1j2bJllJeX8+Uvf5n3338fq9XaK3UV4tNKApDoN9auXcuNN95IUlISSUlJFBYWsn37dq6++uou9580aRL33nsvTzzxBBs2bKChoeGCr71w4UJSUlJISUkhOTmZ48ePM2bMmAs+nxBCmuBEP6YoCoqinPP9lStX8tOf/pSxY8fy4x//+GNf6wxVVWXWZCF6gQQg0WclJyfT0NCAy+XC5XIxffp03njjDZqbmykpKWHPnj1ccsklAKSkpFBZWUkgEKCpqYlAIMCuXbuYPXs2CxYsYPXq1R+rLKtXr6apqYmDBw9SW1vL0KFDe6GGQny6SROc6LPi4+N54IEHWLhwIbqu8/e//52bbrqJG2+8EavVys9+9jPS09MBGDVqFLNmzWLOnDmoqsq7777LzTffzDe/+U1WrFjB9ddfT319PS0tLSQkJJx3WfLz87nttttwu90sXboUu93e29UV4lNHJiMVQggRE/IEJES7oqKiiG2pqam88cYbMSiNEAOfPAEJIYSICUlCEEIIERMSgIQQQsSEBCAhhBAxIQFICCFETEgAEkIIERP/H479re7lX0smAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"total_bill\", y=\"day\", hue=\"sex\", kind=\"swarm\", data=tips, \n",
    "           order = ['Thur', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分类分布图\n",
    "\n",
    "- **Boxplot()**\n",
    "\n",
    "“箱线图”，又称盒须图。显示了不同分类的三个四分位数值以及极值。箱形图为我们提供了识别异常值的一个标准：异常值被定义为小于Q1－1.5IQR或大于Q3+1.5IQR的值。虽然这种标准有点任意性，但它来源于经验判断，经验表明它在处理需要特别注意的数据方面表现不错。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da7694f0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", kind=\"box\", data=tips,\n",
    "           order = ['Thur', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "添加**hue**参数时，变量的每个级别的框都沿着分类轴移动，因此它们不会重叠："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da79a910>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZQAAAFcCAYAAADvfkh5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXRU5f3H8c8kBEIICVsaSACNIxZri6VFPSExbEFaJZHluLF4RJCfbC0KKimKElDA1irQylZE5FCpCohUxZNIISamIMWqxMBBKrIlDSQkkghZJvP7I2aUmkAmuXfuLO/XX5nl3ufLzYTPPPfe53lsTqfTKQAAWijI6gIAAP6BQAEAGIJAAQAYgkABABiCQAEAGIJAAQAYopXVBbiruLhctbXc6QzAu0VFtbe6BI+jhwIAMASBAgAwBIECADAEgQIAMASBAgAwBIECADAEgQIAMASBAgAwBIEC+JHS0rNavDhdZWWlVpeCAESgAH5k+/atOnz4kN56a4vVpSAAESiAnygtPavs7N1yOp3Kzs6ilwKPI1AAP7F9+1bXPHe1tbX0UuBxBArgJ3Jzc+Rw1EiSHI4a5ebmWFwRAg2BAviJ+PgEBQfXTSAeHNxK8fEJFleEQEOgAH4iJWWkgoJskqSgoCClpo6yuCIEGlPXQ7n11lvVuXNnSdINN9ygO+64QzNnzpQkpaamauzYsWY2DwSUDh06KjFxgHbtel+JiUmKjOxgdUkIMKYFSmFhoXr27KmVK1e6nps4caKmTp2qpKQkTZgwQYMGDVJMTIxZJQABJyVlpE6ePEHvBJawOZ1OU5Y/3L59u/74xz+qa9eucjqdSktL05QpU/Thhx9KktasWaOoqCiNGDHCjOYBAB5mWg/l6quv1l/+8hfZ7XZ99NFH+sMf/qDo6GjX6xERESoqKnJ7vywBDMAXBOISwKYFSlxcnEJDQyVJ1157rQ4fPuy6niJJFRUVMqlzBACwgGl3ec2fP185OXX3we/YsUN9+vRRZGSkCgoKJEl5eXnq3r27Wc0DADzMtGsoJ0+e1KxZs1RRUaHo6GjNnz9f+fn5WrFihfr27asPPvhAW7ZsUbt27dzaL6e8APiCQDzlZVqgNObIkSPKy8vTgAEDFBkZ6fb2BAoAXxCIgeLxgY12u12pqanNChPAVxw7dlTTpk3U8eNfWV0K4DGMlAdMsHr1n3X+/HmtWvUnq0vxeqzh4j8IFMBgx44d1alTJyVJp06dpJdyGazh4j8IFMBgq1f/+aLH9FIaxxou/oVAAQxW3ztp7DG+wxou/oVAAQwWExN7ycf4Dmu4+BcCBTDY5MnTLnr8f/833aJKvB9ruPgXAgUwWM+eV7p6JTExserR4wqLK/JerOHiXwgUwASTJ09T27Zt6Z1cRv0aLjabjTVc/IDHR8q3FCPlAf9SWnpWK1cu15Qpv/GrQAnEkfIECgCYIBADhVNeAABDECgAAEMQKAAAQxAoAABDECgAAEMQKAAAQxAoAABDECgAAEMQKAAAQ7SyugAAMEtOTpays3c3+Fr9Yl6NTfeSmDhACQlJptXmj+ihAAhIZWVlKisrs7oMv8JcXgAC0pIlCyRJjz32hCn7Zy4vAACaiUABABiCQAEAGIK7vAAfw51L8Fb0UAA/wp1LsBI9FMDHJCQkNdrLMPvOJeBS6KEAAAxBoFiktPSsFi9Od53zBgBfR6BYZPv2rTp8+JDeemuL1aUAgCEIFAuUlp5VdvZuOZ1OZWdn0UsB4BcIFAts377VNX1MbW0tvRQAfoFAsUBubo4cjhpJksNRo9zcHIsrAoCWI1AsEB+foODguju2g4NbKT4+weKKAKDlCBQLpKSMVFCQTZIUFBSk1NRRFlcEAC1HoFigQ4eOSkwcIJvNpsTEpEanyQAAX8JIeYukpIzUyZMn6J0A8BsEikU6dOioOXPmWV0GABiGU14AAEMEfKAwBQoAGCPgA4UpUADAGAEdKEyBAgDGCehAYQoUADBOQAcKU6AAgHECOlCYAgUAjBPQgcIUKL6BO/EA3xDQgcIUKL6BO/EA3+CRQHnooYe0ZcsWFRQU6K677tJdd92ljRs3eqLpy0pJGalevX5M78RLcSce4DtMD5R33nlHO3fulCQ9/vjjmjp1qjZt2qSMjAydOnXK7OYvq34KFHon3ok78QDfYWqgnD59WmvXrtU999wjh8Oh/Px8DRhQd4opISFBe/fuNbN5+AFfvROP6z4IRKZODvnkk08qLS1Nubm5unDhgqKjo12vRUREqKioyO19du4cbmSJ8HKDBg1URkaGampq1KpVKw0ePEhRUe2tLuuyXn99gw4fPqSMjL9rypQpHms3JCRYknziGFmNY2U80wLl9ddfl91uV79+/ZSbm6vQ0FBVVVW5Xq+oqJDT6XR7v8XF5a5TIPB/Q4cOV2ZmpiTJZgvS0KHDdfr0OYururTS0rPKzMyU0+lURkamhg4d7rFTqtXVDkny+mPkDcw+VoEYVKad8srMzNS+ffs0fvx4bd26VWvXrlVISIgKCgokSXl5eerevbtZzcNP+OKdeFz3QaAyrYeyatUq18/Lly9XbGysIiIiNH36dPXt21cHDhxQenq6Wc3Dj/jaYmQNXfcZP/5+i6sCzOeRBbZmzJjh+jkuLk55eXmaMWOG2rVr54nm4eN8bTGy+PgEZWXtksNRwwwMCCgeH9hot9uVmpqqyMhITzcNeAQzMCBQBfRIecAMvnjdBzACa8oDJvC16z6AEQgUwAS+dt0HMAKnvAAAhqCHAsB0OTlZys7e3eBr9dPTNHatKTFxgBISkkyrDcahhwLAUmVlZSorK7O6DBiAHgoA0yUkJDXay1iyZIEk6bHHnvBkSTABPRQAgCEIFACAIQgUAIAhCBQAgCEIFACAIQgUAIAhCBTABKwpj0BEoAAm2L59qw4fPsRqjQgoBApgsNLSs8rO3i2n06ns7Cx6KQgYBApgMNaUR6AiUACDNbSmPBAICBTAYPHxCQoOrpsmjzXlEUgCPlC4GwdGY015BKqADxTuxoHRWFMegSqgA4W7cWCWlJSR6tXrx/ROEFACOlC2b98qh6NWkuRwOOilwDD1a8rTO0EgCehAyc3NUW2tQ5JUW+vgbhwAaIGADpRf/KLfJR8DAJouoAPlf9lsNqtLAACfFdCBsn//vose/+tfH1lUCQD4voAOlLoBaMGSpODgYAagAUALBHSg1A1AqzsEQUHB3OIJAC0Q0IHCADQAME4rqwuwWkrKSJ08eYLeCQC0UMAHSv0ANABAywT0KS8rMSklAH9DoFiESSkB+BsCxQJMSgnAHxEoFmCJWAD+KOAvyluhoSVix4+/3+KqAN/z17++ouPHv2rWtseO1W23ZMmCZm3fo8cVGjPm3mZt668IFAvExycoK2uXHI4alogFWuD48a909IuD6hru/n9lYapbuuJC4Rdub1tYXuP2NoGAQLFASspIZWfvlsPBErFAS3UNb6UJfTp5tM11n5Z4tD1fwTUUCzBCH4A/IlAswhKx/o1xRghEBIpFWCLWvzHOCIGIQAEMxjgjBKpLXpRPS0u77A4WLVpkWDGAP2honBG3hSMQXDJQbrzxRk/VAfgNxhkhUF0yUEaOHOmpOgC/wTgjBCquoQAGq1sJ1CaJcUYILKYHSkVFhT744AN9/vnnZjcFeAXGGSFQmTpSvqqqSpMmTVJSUpI++ugjJSUladiwYZo5c6YkKTU1VWPHjjWzBMASrASKQHTJQPnTn/502R1Mnz690deOHDmiiRMnKjk5WYMHD9azzz6rDz74QFOnTlVSUpImTJigQYMGKSYmxv3KAS/GSqAIRKae8rr22muVnJysI0eO6MUXX9Ttt9+u/Px8DRhQdzogISFBe/fuNbMEAICHXLKHcqnehzv27Nmjo0ePKiwsTNHR0a7nIyIiVFRU5Na+OncOd7v9nTt3KiMjo8HXSkvrBp116ND4ee6hQ4dq8ODBbrcLeFpISLAkKSqqvcWVNF1Lag4JCdYFowtyo21fOs6e4JHZhseMGaP+/ftr5syZqq6udj1fUVEhp9Pp1r6Ki8tdg8aa6uuvz6u62tHI/upmDW3XrvEPxtdfn9fp0+fcahOwQv3n3Jc+ry2pubG/a0+ornZcsuZADBtTA+X111/XV199pdmzZ6u0tFQdO3ZUZWWlCgoK1K1bN+Xl5Xnkm39CQpISEpIafK1+cZ3HHnvC9DoAwJ+ZGii33367Hn30Ud19991q06aN5s2bpy+//FLTp09X3759deDAAaWnp5tZAgDAQy4ZKO+++65+/etfS5LefPPNBt8zYsSIRrdv3bq1XnjhhYues9vtiouLU15enmbMmKF27dq5WzMAwAtdMlD279/vCpQ9e/Y0+J5LBUpj7Ha77Ha729vBf+XkZCk7e3eDr9XP1tvYAMHExAGNntI0ky/WDJjpkoEyd+5c18/MKgyrlJWVSWr8P2dv5Is1Ay3FmvLwCr5444Qv1gyYya1Aqaqq0tGjR1VbW6u4uDi1adPGrLr8QktOiUicFgHgW5ocKFlZWUpLS1PHjh1ls9lUXFyshQsXMuCvmTglAsDfNDlQnnrqKa1evVrXXXedJOngwYOaMmUKgXIJnBIBEEiaPJdXeHi4evTo4XocExOj1q1bm1IUAMD3NHm24SuvvFIjRozQLbfcIpvNpvfff/+igAEABLYmn/K65pprdM0117gep6ammlIQAMA3GTLb8O23365t27YZUhAAwDcZsh5KcXGxEbsBADTT8uXLtXz5cktrMH1NeQBAYGCkPOBl/vrXV3T8+FfN2vbYsbrt6m9Ld1ePHldozJh7m7UtQKAAXub48a909IuD6hru/p9nmGolSRcKv3B728LyGre3gXGWLVum1157TZI0ZcoUrV27Vn379tWePXs0cuRIvfHGG3rssceUmpqqZ599Vm+//bY6duyohQsXqk+fPhfta968eWrTpo1rPsaVK1dq06ZNstlseuKJJ1zjBwcPHqynn35aL774omJiYrRkyZIW/RsIFMALdQ1vpQl9Onm0zXWflni0PXyntLRUq1evVk5OjmprazVv3jxJUlJSkqqrq1VSUqJp06Zpz549qq6uVn5+vjIzM7V//37NnDlTO3bscO1r1apVOnfunObPny9J2r17t3Jzc/XOO++osLBQ9957r26++WaFhIRIkp599lnNnTtXvXv3bvG/w5BrKNnZ2UbsBgACUvv27RUXF6dFixbpww8/1OLFiyVJffv2VVhYmH7+858rLCxMTqdTWVlZuvPOO9WmTRvFx8crPDxchw4dkiTt3LlTq1ev1vXXXy+bzSZJys3N1WeffaahQ4dq/Pjx+uabb1RUVORqe9KkSerXr5/Cw8Nb/O/gojwAWCw4OFhvvPGGhg0bpr1792rkyJGqqqpSUFCQ6/Xvqw+L+p/rHzscDm3dulWvvPKKzp2rW+/e6XTqwQcfVE5OjnJycrRr1y5FR0e7tr/++usN+3dc8pRXY6s0fl9zFtgCAHznyy+/VFpaml5++WXdcMMNuvnmm1VdXd3ge5OSkvTGG28oOTlZ//73v3Xu3Dldc801+sc//qGhQ4eqZ8+eSk1N1Zo1a/Twww+rf//+Wrp0qcaMGaOKigqlpqbq3XffVadOxp9SvWSgNLZK4/cRKADQMnFxcerXr5+GDBkiSRo3bpzefvvtBt87evRoHTlyREOGDFHHjh31wgsv/GBexYkTJ+q2227T2LFjNWDAAB04cEDDhw9XUFCQHn/8cVPCRLpMoLBKIwB4xuzZszV79mzX41mzZkmS63qKJI0aNUqSNGfOHM2ZM+ei7WfMmOH6uX379srKynI9njZtmqZNm/aDNnfu3GlM8d/iGgoAwBAtCpTy8nKj6gAA+Lgmj0P58MMP9fzzz6uk5Lt71UtKSvTxxx+bUhgAwLc0OVDmz5+vZ599VgsWLNC8efOUmZmpmhpG1gKwbrqYY8e+0o9Y589rNDlQvvnmG/3sZz9TQkKCCgsLNWPGDCUnJ+vRRx81sz4APuD48a906PAXCg7t4Pa2tY66MRZfHD/j9raO8+el1kz44S2a/JsYOHCgHnroId13331KT0/XgQMHXEP3ASA4tIPCrhji0TbPHdrs0fZwaU0OlPT0dH322Wfq06ePJkyYoE8++UQvvPCCmbUBgN+YM3eezhSXGr7fLp07aPHT6YbvtzmaHCg2m801o2VqaqqGDx/ONRQAaKIzxaX6JuImE/Z7+QHoc+bMUXV1tZ577jmdOHFC9957r+FjUCQ3bhuun/2yXnl5uYYOHWp4QQAA47377rs6evSoqW00OVD+N83Cw8PlcDgMLwgAYLz4+HitWrXK9fhf//qX7r77bt11111aunSpIW1c9pTX1q1btWXLFpWVlenee79bye2///2vkpOTDSkCAGCukSNHatmyZTp16pScTqceffRRrV+/XrGxsZo8ebKys7OVmJjYojYuGyg33nijYmJi9Jvf/EbTp093Pd+xY0f16tWrRY0DADyjVatWmjBhglavXq2zZ88qKipK3bt3lyT169dPBw8eND9QYmNjFRsbq6uvvlo33nhjixoDAFhn9OjRWrVqlTp27Cin06mCggJ17dpV+/fv1/jx41u8/ybf5bVx40aVlJRo3759stls+uUvf2naFMgA4G+6dO7QpDuymrPfpmrdurUeeOABrV27VosXL9ZDDz0kp9Op/v37t7h3IrkRKB988IHS0tJcq3ulp6dr0aJFhhQBAM3irFVhea3WfVpy+fcaqLC8Rh3L3BtTYuVYke9PgT927FiNHTtWkrRp0yZD22lyoDzzzDNav3697Ha7JOnIkSOaNm2aduzYYWhBAADf1ORAuXDhwkXrEP/oRz9SZWWlKUXBOjk5WcrO3t3ga2XffiOLjGy4i52YOEAJCUmm1Qb8gC1IXcODNKGPZ0+/r/u0RKGN/B0EsiYHytixY3XPPfcoNTVVNptN27dvN+QiDjzrcrPClpWVqqysrMHXKisvfPuehl9/++1tjYaRJPXocYXGjLm30dcB+LYmB8qkSZN03XXXuZaVnDlzJrcN+6AmzQpra9fg085WdbPCVtlCG3z99Nc1Ov11wzPGOi4YP4cRAO/S5EB54IEHtGbNGsXHx0uqOwWWnJys7Oxs04qDOayYFfabr973aHsAPK/JgZKfn29mHQDg19IfT1NZiftrvlxOZKcumrdwkeH7bY7LBsr69eu1fv16nT17VkOG1H2rdTqdKisr0wMPPGB6gQDgD8pKzmjMlU7D9/vXo5cPqWXLlik0NFSTJ09WWVmZ7rjjDr355psKCwsztJbLBsqoUaM0ZMgQ3XHHHXrllVdcz3fo0EHt2jV8rh0A4D3uv/9+3XHHHRo3bpzWrVuncePGGR4mUhMCpX379mrfvr369++v2NhYwwsAAJgrPDxco0eP1ooVK7Rr1y5t3rxZe/bs0dKlS1VTU6Pk5GRNnjxZlZWVevjhh1VaWiqHw6GnnnpKvXv3bnI7Tb6G8txzzzXrHwIAsN64ceOUnJys3/72twoJCdEjjzyiV199Vd26dVNKSopSUlJUUlKiU6dOafPmzTp69GijQwQa0+RAAQD4rtDQUMXFxal3794qKSlRWVmZ5syZI6nuuvipU6f0i1/8QoMGDdLEiRMVFhammTNnutVGkxfYAgD4h06dOqlbt25asWKFNmzYoPvuu09RUVHKz8+X3W7XunXrdMstt2jNmjVu7ZceCgB4QGSnLk26I6s5+3WXzWbTk08+qQcffFDV1dW64oorNGLECFVVVWnZsmXauHGjLly4oNmzZ7u1XwIFaMTlpqm5lGPH6rZbsmRBs7b9UetmNQsv5g1jRTZs2OD6OT4+3jVQvV7r1q21cuXKZu+fQAEa0aRpahpR66ibpuaL4+5/I3Wc/0aFVTafmJId+D5TA6W8vFyzZ89WVVWVysrKtHDhQnXo0MF1oSc1NdU1L39LWPVNUmLCQ39nxTQ15w6+LqnWo20CRjA1ULZt26bU1FTdeuut2rlzp5YvX67KykpNnTpVSUlJmjBhggYNGqSYmJgWtWPZN0kmPIQZmJIdPsrUQPl+76O4uFhRUVHKyMjQgAEDJEkJCQnau3evRowY0eR9du4c/oPnQkKCLfkmWX54m44f/0p//OMzbm9b36NqzraSdNVVVzVr6puQkOBmtWeEkJBgRUW1b9Z2kpq1bUtYeays0tLfUSBp7rHyZx65hlJSUqJ169ZpzZo1+vTTT13PR0REqKioyK19FReXq7b24vlwqqsdhtTpLmdtjRyVNTp3/JDb27Z11p3SaM62heU1qq526PTpc25va9Wxqm+7JTU3Z9uWsPJYWcUXP1dWudyxCsSwMT1QqqurNWvWLM2aNUtdu3ZVVVWV67WKigo5ncZPluZJXcNbWXJqAgC8jakDGx0Oh2bNmqUhQ4ZoyJAhCg4OVmRkpAoKCiRJeXl56t69u5klAAA8xNQeyubNm7Vr1y6dPn1ab7/9tmJiYnT//fdr+vTp6tu3rw4cOKD09HQzS8D/KCsrleNCqccXvHJcKFVZGXepA/7M1L/wO++8U3feeecPno+Li1NeXp5mzJjBFPgA4Ccs+cpot9tlt9utaDrgRUZ20OmvayxZAjiSW1IBv8Y5CHhEbVW5jh2raPZUJBKDTwFvR6DAI5y1NaqtqtGFwi/c3jbs21Hjzdm2sLzG7W3gPquuzam2RuVVTJruLQgUeAy3WAP+jUAB0GJWXZs7d2izwpmZ2WvQVwQAGIIeCtAIrgsA7uFTCwAwBD0UoBFcFwDcQw8FAGAIeigAfFpheU2zbg8vr6ob3xTe2v3v1YXlNbrS7a38H4ECwGfZglopKCREoV2vcHvbom9nYOjSjG2vVN0MDLgYgQLAZwW1DlfPHl302GNPuL1t/VQ+zdkWDeMaCgDAEPRQWsJZq8LyWo9P71FYXqOOZaUebRMALoceCgDAEPRQWsIWpK7hQZZMeBjK2iIAvIxfBApTZACA9fjfEABgCL/ooTBFBgBYjx4KAMAQBAoAwBB+ccoL7mnuDQy1NRckSUGtQt1vtLZGfNwA/8ZfeIBpyfxDx76d+6hnjy7N2LZCUnWz24b3s+KLiuNCqST3P48wB4ESYMaMubfZ27Zk7qMlSxboQuEXzW7bKvTmmsaqLypSFyZp9CK+9akFPIjeXNNZ9UUF3oVAARpBbw5wD3d5AQAMQaAAAAxBoAAADEGgAAAMwUX5Fiosr2nWAlvlVbWSpPDW7md6YXmNrnR7K2uVlZXqbDOPVUv46mJkfK7giwiUFrAFtVJQSIhCu7p/e2nRt7eVdmnGtleqZbe0wru15HfL5wpWIlBaIKh1uHr26NLsW0OlwLn3PjKyg9qcP8NiZE3AmA74Kq6hAAAMQaAAAAxBoAAADME1FFwkJydL2dm7G3ytfn6q+vP0/ysxcYASEpJMqw2AdyNQ0GSRkZFWlwDAixEouEhCQhK9DADNwjUUAIAh/KaHwmpx3o/R34B/84tAYbU478fob8D/+UWgMLLY+/E7Avwf11AAAIYgUAAAhiBQAACGIFAAAIYgUAAAhjD9Lq/q6mpNnTpVkyZN0k033aSCggLNnDlTkpSamqqxY8eaXYJlWjIvlsTcWAB8i6k9lJqaGk2dOlUFBQWu5x5//HFNnTpVmzZtUkZGhk6dOmVmCV4rMjKSubEA+BXTeygLFizQCy+8IElyOBzKz8/XgAEDJEkJCQnau3evRowYYXYZlmBeLACBxNRAadWqlbp27ep6fP78eUVHR7seR0REqKioyK19du4cblh9khQSEixJiopqb+h+YRxf/B1ZVTPHyvvb9WceHSnftm1bVVVVuR5XVFTI6XS6tY/i4nLV1rq3zaVUVzskSadPnzNsnzCWL/6OrKqZY+U97QZiUHn0Lq/g4GBFRka6rqnk5eWpe/funiwBAGASj8/ldf/992v69Onq27evDhw4oPT0dE+XAAAwgUcCZfHixa6fk5OTFRcXp7y8PM2YMUPt2rXzRAkAAJNZMtuw3W6X3W63omkAgEn8Yvp6AN6tJYN8GeDrOwgUAJZigK//IFAAmI5BvoGBySEBAIYgUAAAhiBQAACGIFAAAIYIiIvyrEsCAOYLiEC5FG5ZBABjBESgcMsizMBgPe/H78izAiJQAE+j5+v9+B0Zj0ABmomer/fjd+RZ3OUFADAEgQIAMASBAgAwBIECADAEgQIAMAR3ecErMF4A8H0ECrwe4wUA30CgwCswXgDwfVxDAQAYgkABABiCQAEAGIJAAQAYgkABABiCQAEAGIJAAQAYgkABABiCQAEAGIJAAQAYgkABABiCQAEAGIJAAQAYwuZ0Op1WF+GO4uJy1db6VMmAoZqydkzPnlc0+Dprx3hOVFR7q0vwOKavB/wIa8fASvRQAMAEgdhD4RoKAMAQBAoAwBAECgDAEAQKAMAQBAoAwBAECgDAEAQKAMAQBAoAwBAECgDAEAQKAMAQPjeXV1CQzeoSAAAN8Lm5vAAA3olTXgAAQxAoAABDECgAAEMQKAAAQxAoAABDECgAAEMQKAAAQxAoAABDECgAAEP43NQrnrJ9+3a99tprys/PV8+ePRUdHa1Dhw5p586dVpfmtZYvX65t27apW7dukqSQkBC99NJLjb7/6aef1uTJkxUVFeWpEr1GdXW15s6dq4KCAlVVVemZZ56R3W5v8L0nTpzQwYMHlZyc7OEqvYM7xwrWoofSiJSUFG3YsEHXXnut5s+frxUrVlhdkk+45557tGHDBm3YsOGSYSJJc+fODcgwkaQdO3aobdu22rBhgyZPnqxXXnml0feePHlSmZmZHqzOu7hzrGAteihuevnll5WRkaHy8nKtW7dOhw8f1tatW7V48WJJ0uDBg7Vz506dOHFCaWlpuummm7Rjxw5t3LhRkZGRFlfveVu2bNHhw4dVVFSkiooKrVy50vXa+PHjtWjRInXv3t3CCq3RtWtX5ebmav/+/RoyZIiGDBmi3NxcPf/882rVqpV69eql+fPn67nnnlNWVpbOnDmj8ePHa+LEiRo4cKDV5XtUQ8eq/u9MqusZx8bGKjY2Vhs2bLexbW8AAAPXSURBVFBwcLC+/PJLxcfHKy0tzeLqAwuB4qagoCBt3LhRTz31lD788MNLfsP+5JNPNHLkSP3973/3YIXWevXVV7Vr1y5J0tKlSyVJb731ltauXavevXtbWJl3ueGGG7RgwQL9+c9/VkVFhRYtWqQzZ85oyZIl6tSpk0aNGqXi4mLNmjVLiYmJF31pCTQNHavG/POf/9Rbb72lLl26aODAgQSKhxEobho9erQkqXPnzqqqqvrB6+fPn3f9bLfbNWrUKI/V5g3uueceTZw48aLnhg8fTpj8jyNHjqhXr15au3at3nvvPc2cOVMTJkzQM888o3bt2snpdF70WQpkDR2r7/v+cerfv79iYmIkSaGhoR6tE1xDcVu7du0uehwSEqKSkhJJ0v79+10/S1J4eLhHa/NWHIcf2rZtm1577TVJ0k9+8hNVVlZq4cKFWrp0qRYuXHjRe0NDQ/XNN99IkgJxtYmGjlX93111dbWysrJc7w0LC7OqTIgeSov99Kc/VWVlpebNm6eIiAhFR0dbXRJ8wH333adHHnlE2dnZqqmp0fz58/Xee+9p7Nix6tSpk8LDw1VYWKju3bvruuuuk9Pp1Lhx42S32zV//nyry/eoho5Vfn6+HnnkEcXGxqpXr15Wl4hvscAWAMAQnPICABiCQAEAGIJAAQAYgkABABiCQEFAGTx4sE6cOGF1GYBfIlAAAIYgUAAAhiBQ4Ndqa2v15JNPKjExUbNmzVJ1dbUkadmyZbr55ps1cOBAvfnmm5KkTZs2XTT307Rp0/Tuu+9aUjfgiwgU+LUdO3bo888/1/vvv69bbrlFRUVFKigo0L59+/Tee+/pb3/7m37/+99LkoYOHardu3fL4XCosrJS+/fvD7iZfYGWYOoV+LWPP/5Yw4YNU5s2bTRs2DBFRESoW7du+t3vfqeXXnpJe/bs0ZkzZyTVTfhpt9u1b98+XbhwQTfccIPatm1r8b8A8B30UODXnE6nbDab63FQUJAKCws1ffp09ejR4wdTwg8bNkyZmZl6//339atf/crT5QI+jUCBX+vTp48yMjJUVVWlzMxMlZaW6pNPPlGfPn00fPhw7d69+6L3Dx06VDt37tSePXs43QW4iUCBX7vtttt01VVXaeDAgdq8ebOioqI0bNgwHT58WDfffLOOHDmisLAwffnll5Kk6OhoRUVF6cc//jFToQNuYrZh4Htqamr01FNPqX///rr11lutLgfwKfRQgO9JSEjQf/7zHyUnJ1tdCuBz6KEAAAxBDwUAYAgCBQBgCAIFAGAIAgUAYAgCBQBgCAIFAGCI/wfqgB3+l5q+bwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 416.1x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", kind=\"box\", data=tips, hue='smoker',\n",
    "           order = ['Thur', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **boxenplot()**\n",
    "\n",
    "与箱形图类似，但为了显示更多有关分布形状的信息而进行了优化。最适合较大的数据集："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da6c41f0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diamonds = pd.read_csv('../dataset/diamonds.csv')\n",
    "sns.catplot(x=\"color\", y=\"price\", kind=\"boxen\",\n",
    "                        data=diamonds.sort_values(\"color\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **Violinplots()（小提琴图）**\n",
    "\n",
    "它结合了箱线图（boxplot）和分布箱线图（boxnplot）中描述的内核密度估计过程："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da753e80>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"total_bill\", y=\"day\", hue=\"sex\",\n",
    "            kind=\"violin\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此方法使用内核密度估计来提供值分布的更丰富的描述。此外，小提琴内部还显示了箱线图的四分位与最值位。缺点是，由于小提琴图使用KDE，因此可能需要调整一些其他的参数，增加了一定的复杂性："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da6d7af0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"total_bill\", y=\"day\", hue=\"sex\",\n",
    "                    kind=\"violin\", bw=.15, cut=0,\n",
    "                    data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当**hue**参数只有两个级别时，也可以“拆分”小提琴，从而更有效地利用空间："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3da8e7ca0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaIAAAFcCAYAAACKk7oGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9eZRV1Zn3/91nuHPdWwM1UFUMZeGAAorgBCgIii0oIAoIajvFTiSQlfxMOtLxTVo6He1e5s2gb9JRO9G46Ngm2trOoMg8FDNUUQU1z/N85+Gc3x+nblFVVNWdzrnn3Fv7s5ZLarh7PxzuPd+zn/3s70NEURRBoVAoFIpKMGoHQKFQKJSJDRUiCoVCoagKFSIKhUKhqAoVIgqFQqGoChUiCoVCoagKFSIKhUKhqAqndgCR0tlphyDQinMKhaI9MjNT1A4hIaErIgqFQqGoChUiCoVCoagKFSIKhUKhqAoVIgqFQqGoChUiCoVCoagKFSIKhUKhqAoVIgqFQqGoChUiCoVCoahKXITogw8+wE9+8hMAQHNzMzZs2IANGzZgx44d8ZieQqFQKBpGcSGqr6/Hn/70J2zbtg0A8MILL2Dz5s149913sWvXLjQ1NSkdAoVCoVA0DFGyQ6sgCNi0aRMmT56MefPmYeXKlVi5ciUOHToEAHjjjTeQmZmJNWvWKBUChUKhUDSOol5zH330EQgheP7551FfX49169YhOzt78OdWqxVtbW0RjUm95igUilahXnPRoWhq7ty5c4PiM3/+fNhsNlRXVw/+3OFwQMEFGYWScBw4sBe//e0rEARB7VAolLihqBAVFhaisrISANDR0YHW1lYUFhaiubkZAFBSUoL8/HwlQ6BQEoo//vEPOH36JNxul9qhUChxQ9HU3IMPPogXXngBDz/8MHp6evCjH/0IZrMZW7Zswdy5c1FcXIzt27crGQKFkpD4/X61Q6BQ4oaiQmQwGPDKK69c9v2CggKUlJRg69atMJvNSoZAoSQkPp9P7RAolLihSmO8wsJCFBYWqjE1hZIQUCGiTCSoswKFoiE4jgdAhYgysaBCRKFoCL1eBwDwej0qR0KhxA8qRBSKhtDp9AAAj4cKEWXiQIWIQtEQVIgoExEqRBSKhjAYgkLkVjkSCiV+UCGiUDSEwWAEALjdVIgoEwcqRBSKhjAYDAAAl8upciQUSvygQkShaAi9XkrNuVzU4ocycaBCRKFoCEKkjyRdEY2PIAiora1GIBBQOxSKDFAholA0iNNJhWg8zp07gxdf/An27PlK7VAoMkCFiELRIA6HQ+0QNE1vbw8AoLa2VuVIKHJAhYhC0SAOR7/aIWgajpNsMv1+aoWUDFAholA0iMNOhWg8gp58tF1GckCFiELRIP39VIjGg+fpiiiZoEJEoWgQp8tF24WPA8OwAKhLebJAhYhC0SCiKMJut6sdhmYhRPq/1+tVNxCKLFAholA0Sn9/n9ohaB4qRMkBFSIKRaPYacFCSKgQJQdUiCgUjdLb26t2CJqHNhBMDqgQUSgaQ89JH8v+fipEoaAu5ckBFSIKRWOYeBYEdEUUDrRvU3JAhYhC0RDFxWcBUYBJx6KvjwpRKOiB1uSAChGFoiEcDjsgijDzDD3USpkwUCGiKI4oinj77Tfx+ecfqx1KwmDmCfr6etQOg0KJC5zaAVCSH1EUsXfvbgDAvffer3I02kUUxcE/m3kGrXSPKCxEUQQJnnClJCR0RUShaIShvmlmnkE/PUcUFrSEO/GhQkShaASP59LhTDNP4Ha74fPRA5uhoL2bEh8qRBSKRhj6ZG/ipY8m9ZsLjdNJhSjRoUJEoWiEoWdigkJEK+dCQ1dEiQ8VIgpFI3g8Q1ZEXHBFRIUoFHRFlPhQIaLEFdpjZ2yGCpGRl6rA6E02NDR9mfhQIYqBqqoKvPfeDnpzjQDqljw2Lpdr8M8Gju4RhYvDQa9RokOFKAbefPP3+OKLT9HZ2aF2KAkDFaKxGWrgaeDIwPdcY/06ZQAq1omPogdaV6xYgYyMDADATTfdhHXr1uH73/8+AGDVqlV45JFHlJxecdraWtUOIeGgZz7GZlB0CIGOISAAnE6nqjElAnQfLfFRTIhaWlowdepU/Md//Mfg955++mls3rwZd9xxB5588knceeedyM3NVSoExaEpucihK6KxcbkuiQ4hBHqOpSuiMKBVc4mPYkJ07NgxXLhwARs3boQoiti2bRtKS0uxePFiAMDChQtRVFSENWvWRDRuRoZFiXBjIj3djMzMFLXD0CxDBdtkYum1GpPhTtI6joAQgV6vUbDZTAAAlgBer5NeowRHMSGaMWMG3nzzTRQWFuLYsWN45ZVXkJ2dPfhzq9WKtra2iMft7LRDEMTQvxhHurocYFmaHhiLoULU2tqN1FR6rUajs3O4ySnPEPT22tHeTq/XSHp7pdWjkWfQ1dWtmWtEBTE6FBOigoICGAwGAMDMmTNRXl4+uF8ESMvpoSaPlIkB7ag5NkOr5gCAY0AtfkJg4hg4aLFCwqNY1dyLL76IgwcPAgC++OILzJkzBzabDc3NzQCAkpIS5OfnKzV9XCktLVE7hISB7nmMzcgzQxwBfD7a+G08jByhe0RJgGIroi1btuC5557Dyy+/jOzsbLz44osoLS3Fli1bMHfuXBQXF2P79u1KTR9XGhsb1A4hYRh6aJMynJE3VJYMd+SmXI6RZ+Dze+D1eqHT6dQOhxIliglRXl4e3n333cu+V1BQgJKSEmzduhVms1mp6eMKbVccPnRFNDYjz8MwBAgEAipFkxgEz1s5HA4qRAlM3BvjFRYWorCwMN7TKgoVovChe0Rj4xiRmmMIQSBA31vjYRxwoHA6HUhLS1M5Gkq0UGcFGaDpk/ChK6KxcY04vMoQelYtFMEVEfXkS2yoEEXJ0FWQz0eFKFyoU8Do+Hze0R9oaGXpuAQ9+WjBQmJDhShKhqaYaIlt+NAV0eiMdiMloDoUCgMrrYiGulJQEg8qRFEy9IZKV0Th43RSIRqN0YRIBEBI/GNJJPRcUIjo+yqRoUIUJUPf+NQ/LXxcLppCGY1LexwjPpJUicZFz0rXiwpRYkOFKEqGpgLo2ZjwoZvKozO4dzZEeEQRYAj9iI4HzxAwhKZ8Ex36Lo+S4SsiKkThMrIyjCIxKNBDhEcAwDD0IzouBNBRl/KEh77Lo4SuiKKDplBGJ7giIkOESBRFECpEIdGzhH4GExz6Lo+SoTdUj4ce0gwHhgAer5ceAB6FwQeboSsiEWBZVqWIEgcdS+iKKMGhQhQlw1ZEbvo0Fg601HZsXC7XwGpoyB4RpAZ5lPHhGZqVSHSoEEXJ0JupINLT7+Fg4C/ZsVCG43I5wXDDvdIEke4RhQMVosSHvsujhO51RE5wRUTdFS7H7XYBDH/Z96kQhUbHEHhpejyhoe/yKBlp3kndFUJjpHYsY+J2uwEy3INYEIcXL1BGh6fFCgkPfZdHyUghok/5oaEGlWMjCdHwwgQRAMPQPaJQ8AyhBUMJDhWiKBn5xqc319BQg8qxcbvdAHN5VxZarBAaniHUZivBoUIUJa4RKyJ6cw2Nka6IxsTtdoOMECLJ75QKUShoai7xoUIUJe4RxQo0NRcajiFgGUJFexQ8Xu+oK6KgHFHGhmcIfH4/RGpVnrBQIYoSzwijU/qUHx5GnqXXahS8Xg/IiD0i2gZibIam4niWQBRFmp5LYKgQRclIfzn6lB8eRo6uiEbD7/MBzGhCRM+ojcTr9eL//b9fD37NDxR00IKFxIUKUZT4vN5hdiz0KT88DCwV7dHw+byXr4hoq/BR6e7uHPa1jg0KEd0nSlSoEEWJP+DH0MtH94jCw8AROB39aoehKQRBkARnhBAxoEI0Gj09PcO+pkKU+FAhipKA3z+sdwx9yg8PI8fQazWCwb2NEYdXWQJqEDsK3d3dw74OCtHIs32UxIEKURQIgiBV6AwIEc8Q2nk0TAwcoWnMEfj9khCNTM2xDBn8GeUSXV0dw77WDwoRtd1KVKgQRUEgID2lkoHLZ6Ab8GFj5Bi4PR6achqC3x+Q/jByRcQMFDFQhtHZOboQUf/HxIUKURQEAgM30YEVkSREdN8jHAycVGpLW0FcYnDVM8LglCMEXi/1MBxJW3vbsK+Djh30PZW4UCGKgktP85IQGTmGtsAOE2p8ejljpeZ4llAz3VFoaW4etnoMehjS91TiQoUoCkamlfQcoVVzYUKNTy9nrNScZOZJK8GG4vN50dXVAcKZBr+nZwkYAjgcdhUjo8QCFaIoGDxkGEzNsQxcbjfd9wgDanx6OYOVcSOESMfS1NxIWltbIIriMCEihMDIs1SIEhgqRFEw0tMquO9By0dDE1wR0Xz+JS6l5i4XIo/XSx9whtDQ0AAAYHjTsO+beAb9/X1qhESRASpEUTDS/4tuloZPcI+IpjIvMd6KCKDWNUNpbKwDCAMyQojMHNDb26tSVJRYoUIUFZeviAAqROEQbBdO0yiXuCREw4sV9PSg5mXU1taA1VsvWz1adAx6erpUiooSK1SIomBkai54w6BP+aHRDWws0zMflwhWxo2smtOzwZU2vVaA9LmrqakG0ade9rMUHYvenh7aCiJBoUIUBWOn5ugNIxSEEBg4lhYrDGEsix89XWkPo6urE3Z7P1hDBgLu4TY/Vj0Dn99PV9oJSlyE6Ac/+AE++OADNDc3Y8OGDdiwYQN27NgRj6kVIqhE0o3i0sluesMIBwPHUEukIQQr40Z2aDXQ99UwqqsrAQCsMR3CCCGy6aXV5EjXBUpioLgQffbZZ9i9ezcA4IUXXsDmzZvx7rvvYteuXWhqalJ6ekUYrWoOoKm5cDFwtHx7KIMl2iNSc4bBwg660gaAiopyEIYFY7g8NZdqkK5dR0d7vMOiyMBovYllo729Hf/5n/+JjRs3IhAIoLS0FIsXLwYALFy4EEVFRVizZk1EY2ZkWJQINUKGbx4HbxgME0BmZooaAWmakeXHBpbA63XTazUAz0v/v2xFNPCAw7L0fQUANTUVYAzpl+2lAUDawIrI6eyl1yoBUVSIfvazn2Hbtm04fPgw3G43srOzB39mtVrR1tY2zqtHp7PTDkFQd0OyszOYh5ZuFBxDwDIE7e3daG+nnnMjuUyIOILu3j56rQbo7BwoO2ZGXxG1tXVN+Gvl9XpRUVkJLvWqUX9u5BmYdCwqK2tUvVZUBKNDsdTcX//6VxQWFmL+/PkAAIPBMOyUuMPhSNgKl8Eb66V2RDBwLM3lh4mB9iQahsfjBmFYEMJAFPzwDJjq8gzAEGofBQCVleUQAgGwxswxfyfDwKClJTHT/RMdxVZEX331Ffr6+vDYY4+hsbEROp0OBoMBzc3NmDx5MkpKSrB06VKlpleUSwJ6SYloK4jwMXIETiragzidTjCsTvpC8MM78P4ihMDAM9SXD8DFi2UAANY0aczfmWRkUdHUGK+QKDKimBD94Q9/GPzzq6++iry8PFitVmzZsgVz585FcXExtm/frtT0ihIIDJhUDhUillY3hYuBY+D3++H1eqHT6dQOR3VcLhfA8KP+zMAxdEUEoKzsPFhjOgg79vsly8zhVKsdfX19sFqtcYyOEiuK7hEF2bp16+CfCwoKUFJSgq1bt8JsNsdjetm5lJobsSKy0zMM4WAcYttPhWjAZWIsIWJphaHP50VFZTkYa+G4v5dlkm5nDQ11uPbaWfEIjSITcT/QWlhYiFWrVsFms8V7atm41KH1EkaO0MN0YXKpLHli32CD9NvtADO6IBtYAqdzYr+vKirKEfD7wZmyxv29HIsk5nV1tfEIiyIj1FkhCgZTc0NOwhs5hgpRmFxaEdHrBQD2/n4QTj/qzwwcgXOCr4jKys4DIGBNYxcqAICZZ2AzcKitrY5PYBTZoEIUBYOWLEPWREaOgdPlopb9YUC7tF5CFEX09/eBsIZRfy7tEU3s61RaWhJyfyhIrplFdVV5HKKiyAkVoigICtFQB2AjL/UkohvLoTHy0nWz2yf22RhAKlTw+31guNGFyDjQ/TdRjzrEisfjRlV1JdgQabkguSk82trb6XsrwaBCFAWjmVSa6M01bGhq7hK9vZJnGhlTiBj4A4EJ26m1omLg/FCYQpSfIu0TVVVVKBkWRWaoEEVB0LZ/mBBxVIjCRc8SsITATqsM0dUl9dAZ2egtyEQX7bKy8wAh454fGkpeCg+GSAJGSRyoEEXBJZPKy1dE/f1UiEJBCIFRx1LRhtTaAAAYbgwh4if2flpZ2XmwhnSQMcrbR6JjCSZbeFy8WKpwZBQ5oUIUBR6PR/rDECEyDwpRnxohJRwmjq6IAKC9vQ0gZJwV0cRdaXu9XlTXVIWslhvJVCuPqqrKS5kLiuahQhQFHo/kvj3UBTgoRH19varElGiYOKC/n16r9vY2sDrzZa2vgxj5S4d/JxpVVRUh/eVGY5qNh9/vR1VVpUKRUeSGClEUBFdEZIizAs8S6FgGfX10RRQOJp5BPxVttLQ0A9zYDiMTee+xvPwCAES8Ippm04EQqeybkhhQIYoCt9sFhuUx3FsBsOhYuiIKEzNPRVsURTQ3N4HRje0yYprAKd/yiotgDbawzg8NxcgxmGzmUVZGhShRoEIUBW63e9TNUzNPU3PhYualA8B+v1/tUFSju7sLXq8HjG7sHjYcQ6DnmAknRKIoorKiHIw+I6rXT0/lUVlZMZhGp2gbKkRR4HQ6AeZyv9gUHYOe7i4VIko8LLqJ+6QfpL6+DgBGbX09FPMEXGm3tbXA5XKCMUYnRFek6hAIBAbTexRtQ4UoCtxu16hCZOGZCXfDiJagEPX29qgciXrU10vmnKx+fANgCwf09kys61RdXQUAYI3pUb1+qlUHliE4f75YzrAoCkGFKAqkFdHlqTmLTko3TdRT8JFg4aWKw97eiSvcNTXVYHWWkHsgFh2Dnp7uOEWlDWpqqkEYFkwIkR4LHUswJYVHSck5mSOjKAEVoihwOJ2j7hFZdMGb68R6eo0GuiICqqoqQQyhn/hTdCx6eronlN9cbW01GH3qmGXt4XBFqg719XU0S5EAUCGKAqfTMepTbAq9uYZNUIgm2pN+kJ6ebvT0dIE1hN4DseoZeLxeqZPrBEAURdTW1YLRj793Foor0qTPKC3j1j5UiKLA5Ro9NZcyeHOlQhQKjiEw61h0T9DijosXg2dkQnuo2fTSSjtoB5TsdHd3we1yxixEuRYOBo6h+0QJABWiCPH5fPD7fGOsiKQbxkS9uUZKygTc+whSXl4GwnBgDGkhf9emlz6mnZ0dSoelCRoa6gEAjCG2Ls4MIZhu43G+5KwcYVEUhApRhASblJFRWjubeMlVeqLeXCMlRUcmzFP+SErOF4MxTgprDyTVID3gdHS0KR2WJmhslIQoVDVhOBSk6tDZ1SV5+lE0CxWiCBkUIvby1BwhBCl6lgpRmFh1LLonoBB1d3ejpbkJnDknrN+38Ax4lpkwN9Pm5iawvBGEHb19eiQU2Og+USJAhShCguaTY5XcWnSEpubCxKZnYHc4Jly5+/nzUkkxa84O6/cJIUg3smhtbVEyLM3Q1NQI8GO7TURCpomFWcfiwgXaFkLLUCGKkFBCZNUx6OmeeE/50WDVB/fUJtb1OnPmFFjeFNFmfLqeQUtzk4JRaYNL/ntWWcYjhGC6lUPp+eIJVf6eaFAhipDx9oiAgXRTN03NhUOwGqyzc+IIkd/vx7lzZ8CYc4a5t4dikolDe0d70nvz9ff3S9Y+enlWRAAw3aZDT2/PhEltJiKX+9QMYdu2bSEHeOmll2QLJhEYbOY2Rv46ZfDMhxNG4+jNzigSE60aDJA6jno8bhgz8yJ6XaaJhSAIaGlpRn7+FIWiU5+WFmnVN54RbKRMHdgnunixDFlZ4aVDKfFlXCG6+eab4xVHwjBesQIgrYgAoKurC3l5VIjGw6pnQQB0dLSrHUrcOHnyGAjDhb0/FCTLJH1UGxvrk1qIgvtgcgpRpomFkWdx8eIFLFq0WLZxKfIxrhA98MAD8YojYXA47GBY3Zhlt9aBp/zu7i7k5eXHM7SEg2MIUgzchFkRBQIBHD9eBNY8GWQU09zxmGTiwBKC+vo63HLLAoUiVJ+WlmYQwoDwYzcLjBSGEExJYVFRXibbmBR5oXtEEeJwOEC4sU0qrRPsFHyspOrIhDkfc+FCKez2fnDWqRG/lmMIJpk51NXVyB+YhmhtbQGjS4nJY240plh1aGltmZCdbhMBKkQRYrf3A2MUKgCSWwABFaJwSTWwaG+bGEJ09OghMCwPzjI5qtfnmFjU1lQldfVXc3MTCG+RfdwpKVIqvaqqQvaxKbFDhShC7Hb7qD5zQTiGwKLnqBCFSaqeRU9vT9JXg/l8Xhw7dhSMJS/itFyQvBQe/XZ70r63AoEA2tpaZa2YC5KbwoMQoLKSCpEWGfcT8dprr4UcYMuWLbIFkwj02/tBWMO4v2PTkwm1AR8LaQYWoiiis7MD2dnhOQ0kIqdPn4Tb7YIxc3rUY+QOPNVXV1ciIyO0WWqi0dHRjkDAD16mM0RD0bEE2WYelZXlso9NiR26IooQh90e0nokVc9MmH2PWEkb9FFLbuE+eHA/GN4E1pwV9Rg5Zg4cQ1BRcVHGyLRDc3MjAMh2mHUkeRYONdWVEARBkfEp0TPuimiirXZCIQgCXC4XdObxO2qmGlicb+yCIAhgGKr14xE09Ezmw4a9vT04d+4M+PSrY9qE5xiCXAuP8oEWEslGU9OAEOkVEqIUHida+tDa2oLJk3MVmYMSHYrfJR0OB/bv34/z588rPZXiOBx2AGLIFVGaQTp8mKy5fDmx6hmwhCS1EB06tB+iKIC3FcQ81lQrh9q6Gng8bhki0xaNjQ1gdaaQrdOjJW9IapOiLRQVIq/Xi29961soLi7GK6+8grfeegvNzc3YsGEDNmzYgB07dig5vewEXRVCfVDSDdJCM5lvrnLBEIJUI4f29la1Q1EEURSxd983YI2TZHnSn56qgyAIqKhIvr2O+oY6gFdmNQRIB1t1LEOFSIMoKkSVlZV4+umn8eyzz+LHP/4x9u/fjxdeeAGbN2/Gu+++i127dqGpKXGMHINnEEKtiNKNUrpporglx0qqniRtCXdFxUW0tbaAT71ClvGmWHkwBCgrS662Bn6/H81NTWANsXVlHQ+GEEy2cLRgQYOMu0f0+eef49577wUAfPjhh6P+zpo1a8Z8/cyZMzFz5kxUVlbid7/7HVavXo2XX34ZixdLNhsLFy5EUVHRuGOMJCND/jMG4VJZKZUYB4VI8I5+OC5FJ/WP6evrRGam/KWoiUaozeE0A4vSzrakvFY7dhyQzg5Z5bHl0bMM8lN0uHjhfFJdr+rqaqliLsb24KHIT+FwpL4ONpseOp0yKUBK5IwrRCdPnhwUoqNHj476O+GIyNGjR1FTUwOTyYTs7EseW1arFW0RPgl3dtohCOoc6GtslGIl3PhCxBCCDCOLyspqtLfTk9zhCJGj2Y7a2haYTPJZu6iN0+nEvn37waZMBRnn7FmkXJHKY29lBaqrm2CxJIcYnT4trfBYQ7qi8+Sn8Ag0OHHixDnMmHGV7OMn08NBPBlXiH7yk58M/jkWl+1NmzZhwYIF+P73vw+fzzf4fYfDkVCnxPv7+wCETs0BwCQjg6bGBqVDSgrSBivn2jFtWvII0dGjh+DzeWGSKS0XpDBNhz11DpSUnEsa37mamiowLA+iUzbjkW+VHggqKsoVESJKdCi6R/TXv/4Vr7zyCgCgp6cHaWlpsNlsaG5uBgCUlJQgPz9xjEH7+/tAGC6sk/FZJg6dXZ1wuVxxiEzbHDq0f9yfpyVpCffevbvBGlLByPyUn5fCw8SzOHv2tKzjqkllZQWIPk12j7mRpOhYpBk5VFQkZwl8ohKR14jX60VNTQ0EQUBBQQH0+vFXBqtXr8Y//uM/4uGHH4Zer8dPf/pTVFdXY8uWLZg7dy6Ki4uxffv2mP4C8aSvrw8MP76rQpAs8yXb/on+5PXJJx+N+/PUwUOtySNEtbU1qKurgT77xoga4IUDQwgKU3mcO3sqKc6qeb1e1NfXgku7Oi7zTUnhUH6xDKIoyv5vQ4mOsIVo37592LZtG9LS0kAIQWdnJ37+859j6dKlY75Gp9Ph17/+9bDvFRYWoqCgACUlJdi6dSvM5sRJxfT19QJM6LQcAEy2SCmA+vraCS9E3T1d4/7cyDEw8GxSrYj27fsGhGHB26YrMv7VGXqca+9FRcVFXHXVNYrMES9qaqokQTVmxGW+aTYeZ9v60dLShMmTI2tQSFGGsIXon//5n/H666/juuuuAwCUlZXh2WefHVeIxqKwsBCFhYURv05tenp6QvrMBbHqGJh4FtXV1bjzToUD0zCiKMI/ZF9wLNL0TNLY/Hi9Xhw+fACsJV+xw5lXpunAMQQnThxLeCEqL5fSZKwxMy7zTbNK/yZlZaVUiDRC2Gt6i8WCKVMulaDm5uZOuPLHnt4eEC48ISKEINfCorp6Yrv99vX1hVWQkqpn0JEkK6ITJ4rgdrtkOzs0GnqOwRWpPE4cP5pQBT+jceFiGViDDQwXXrYhVjKMLKwGDufPF8dlPkpownbfnj59OtasWYPly5eDEIKvv/56mDAlO36/H06HHbpJ08N+TV4Kj331jXC5nDAaJ2bb8KCRZShSDSwq2jqSIm9/4MBesDoLWFP0BqfhcN0kA/7nYhcqKxO3AiwQCODihTIwpvjdSwghKLByKCstToo9tmQg7H+Bq666CmvXroXFYoHZbMaqVaswd+5cJWPTFD093QAAwhvDfs0UKw9RFFFVNXEtRRoa6sP6PZuehc/nGyyRT1Q6OtpRWnoerHW64oJ6dYYeHENQVHRY0XmUpKamGl6vJyZX8mgoTNPB4XSipqYqrvNSRkcW9+3Vq1fjo4/Gr4xKdLq7pQ13hgt/ZZM/0IzrwoVSXHfdbKVC0zS1tdUACIDx00epBumZqLOzA1arTfnAFOLw4QMARMWKFIZi4BhcmabD0SOHsH79I+C46BruqUlpqZQeU3r1OJLCND0IgHPnzuCKK2bEdW7K5ciyJu3sTH6X6c7ODgAA4cMXIgPHIDD8228AACAASURBVNfCo6w0uXzBIqGqqhII49xVql4q4U7k95Ioijh4cD9YUxYYhQ9mBrk+24B+ez9KSs7FZT65KS4+C9aQBibMvVe5MPMM8qw8zpw+Edd5KaNDk6NhEqzoYvjIys0LbDyqqisn5MFWp9OJ5uamsOxtbINClLiVc9XVlWhrawFnmxa3OWek6WHSsThwYE/c5pQLl8uFioqLYM3qdOa9Ol2PmtqawWwHRT2oEIVJW1sbWN4YlqvCUArT9BAEYTAFMZGQOomKQBhCZOAIdCyT0CuiI0cOSmeHUuK38c4xBNdn6nHq1AnpnFsCUTpQLKCmEAHAqVN0VaQ2VIjCpLW1GeAiT7dMtfLQc0xS2bGEy4ULpSCEAWFDCxEhBDYDi+7uxBQiQRBw5OhhsObJip0dGosbc4wQBAEHD+6L67yxcvbsaTAsD9YUn/NDI8k0sZhk4nHiRJEq88vJb3/7WyxatAiLFi0a7PP2/vvvY9myZVi0aBHee+89AFJrniVLlsDhcKCyshJ33nnnYJ81NaFCFCZNTU1R5f1ZRrJjOX36REgX6mSjpOTcwGn58KrHUngyuBeXaJSVnYe9vw+cdWrc5840cZhq02HPN7sS5j0mCAJOnToJxpSjuL/cWBBCMDNDh7Ky8+jrS9xqzZ6eHrz++uv49NNP8fHHH+PIkSMoLy/HW2+9hffffx8ffvghXn31VXR0dKCwsBArV67En/70J/zyl7/ED3/4Q1gs6rXWCSLLO+DAgQNyDKNZ+vr64HD0g9FHV811dYYefX19E6ozZH9/H+rqasGaskP/8gA2PYOeBM3XHz9+FIThwFlyVZn/5slGtHd04Ny5M6rMHyk1NVXo7+8FlxL59RJFEaIguXWUdrhjOtB73SQ9RFHEyZPHoh5DbVJSUlBQUICXXnoJhw4dwssvv4wjR46gvr4eK1euxOrVq+F0OlFdXQ0A+O53v4uPP/4YDocDK1euVDl6CboiCoPGRuksTLRCdFW6HixDcOzY6D2dkhGpiksEZ5kc9museha9fX3w+/3KBaYAgUAAx44dBWvJjXgPUS5mZuiRoufw1VdfqDJ/pJw8eRwgDDhL5BY7vp4KYECIDjY4cbw5+kKgbDOHSSYeR48cjHoMtWFZFn/7299wzz33oKioCA888ABEUcTq1atx8OBBHDx4EHv37sX1118PAHC73fD5fLDb7QgEAipHLzHup2asrqxDiaS7aqIinYVB1Hb+Ro5BYaoOx4oOYf36TRPiJPeZM6fAcIaIrlmKjoEoiujr60V6enwMMOXg4sUyOBx2GPKuVy0GliG4KceA3SXn0NBQj/x87bqeiKKI48eLwJkyo9pP8/c3Dfv6QpcHN+VG51xCCMGsSTrsvViGrq7OhHrfBamursa2bdvw1ltv4aabbsLtt9+Oa6+9Fm+99Rba29thNBqxevVqvPbaa5g5cyZefvllPP744ygtLcU777yDJ554Qu2/wvhCNFZX1qFMBCGqrq4EqzPH5IU1O1OP9y/04MKFUsyceZ2M0WmPQCCAs+fOgDHnROQukKKTSri7u7sT6oZw8uQxEIaNaPWnBPMnG7G/wYkvv/wMTz/9bVVjGY/Gxnq0tbVAnzM/ugHE4StmX4wdm2dnGbCnzoGiosP4u7+7L6ax1KCgoADz58/HsmXLAACPPvoo5s+fj2effRYbNmxAIBDA448/jpkzZ+Lw4cMoLS3FL37xC/T09GDt2rVYvnw5cnPVSSkHGVeIYunKmiyIooiLFy+CGGK7MV6dYYCes+Pw4QNJL0QVFRfhcjpgyLshotdZ9dJKsSdE2wgtIYoiTpw4BtaUE3NaTtrrEBEQgWPNTszPMUYk5CaewQ1Zehw5cgAPPPCQZsW8qOgIAAIuRRtNMTOMHPJSeBw+fCAhhQgAfvjDH+KHP/zhsO+tW7cO69atG/a92267DR9//DEAYNKkSdi3TxuVlsmfI4qRjo529PZ2gzVOimkcHUtwbYYOx4oOJ/3h1lOnToAQBlyE50MsuqAQ9SgRliLU1lajp6cbXErs7QR8PRUARIgAPq3oj2rvY0G+GaIQwM6dn8ccjxKIooijRw+BM2fF3U1hPGZnGlBfX4fGxga1Q5mQxCREWqg/V5rSAXse1hx+9ddY3JhjhMfrTWiTylBIFUjHwZqywzo/NBQzz4AhlwxmE4HTp08CIGBlqJYbbe8jUtIMLGZlGrB3z1eaNJCtrq5Ee3sbWBXK3MdjVqYeDAGOHEnuCmCtErYQHTp0COvWrcOyZcsG/7v99tuVjE0TFBefBcubwOisMY+Vn8Ijy8zjm907E76HzFg0NTWio6MNbBQrBIYQmHUcensTxyHg1KkTYE2T5Hm6l2nvY1G+GV6vFzt3fhZ7TDJz+PCBuLtPhINFx+KKVB0OHzqQMGexkomwhejFF1/ECy+8gLS0NPzqV7/CypUrsXHjRiVjUx2fzyed/o5w030sCJEqm+rq61BVlZwN806ePA4AUZXlAoCFJ+jtTYwVUXd3N+rra8Ga1S1SGEmWmcO1k/T46qsvYbf3qx3OIH6/H4cPHwRrzo27+0Q4zM4yoKu7a8CaihJPwhYip9OJ2bNnY+HChWhpacHWrVvx6aefKhmb6pSWlsDr9YCzyLepOifLAD3H4KuvvpRtTC1x4kQRWGMGmAj6Ng3FoiMJk5o7d06ybVLrEOt43DHVAq/Hgy+/1M6q6MyZk3A6HeBTC9QOZVSuydCDZxkcSeAzRYlK2EK0ZMkS/OAHP8CSJUvw+9//Hq+++ip4PrI9gETj6NFDYFidLPtDQfQcg7lZBhw7diTpXH87OztQV1cDNoZqKAvPoK83MYoVzp49LaVtozzorCTZwVXRrs81Y1+zb983YHmTaianodCzDK5O53H82JGEO1Sd6IRdb7p9+3acO3cOc+bMwZNPPokzZ87g17/+tZKxqYrH45bKclPyQRhW1rFvzjXiaLMTX3+9Ew899LCsY6tJ0CaFj0WIdCz62vo138LZ7/dLXnrmXM22Nl8yzYLzJzvxxRcfY/36R1SNpaurE8XFZ8Gnz1TNWy4cZmUaUHy+F6WlJZg9W54Dys//5Kfo6JT/4WpSRipe/tftso+rBmELESEEc+bMAQCsWrUK9913X1I/NRQVHYHX64Fx8nTZx043cpiZoceeb3Zh5crVMBqjS2NpjePHi8AaUsHoUqIewzLgrmC392u6U2tVVQU8HjcMk7S1PzSUTBOH2ZkGfP31TixfvgKpqWmqxbJ3726Iogg+rVC1GMJhRpoeeo7BsWNHZROijs4eOK23yDLW8HFDGw68+uqr+OijjzB5svQ+5Xkef/zjH2WZ/7HHHsNLL72E/PzYty7CfjT56U9/Ouxru92Ou+++O+YAtMo333wFVm8Da1TGon5BnhlOlwv793+jyPjxpru7G+XlF8HGuJ9m4aW3pNYr54qLzwKEgJMxbasES6aaEfD78cknoe26lMLv92PPnt3gzJMjbiwZbziG4Op0HU6dLEqaB+2NGzfinXfewTvvvCObCMlN2EK0e/fuYV9bLBbNGObJTUXFRdTUVIFLLVQs7ZJv5THNpsOXX3ySFG/4Y8eOABBjboNgHjjUqvUmb+eKz4I1Zmiy+mso6UYOc7MN2Lt392CX4Xhz8uQx9Pf3gk+/UpX5I2Vmhh4OpxMXLpSqHYoiHD16FJs2bcL69evx+uuvAwCWLl2Kbdu2YcWKFXjhhRewdOlStLa24vDhw1i/fj02bdqEn/3sZxGPGy4hU3P/8z//gw8++AC9vb34+7//+8Hvt7a24q677oposkRh587PwbA6xat7FuWbsKOkB0eOHMSiRYsVnUtpDh3aD9aQBlYf23mr4IpIy0Jkt9tRW1MN3aTEsGq6Y6oZZ9rc+N///QBPPRV/D7qdu74Aq0/RXJn7WBSmSdVzp0+fwHXXzVY7nJj5y1/+gj179gAAfvOb3+BHP/oR/vKXv2Dy5Mm4//77cf/99wMANm/ejB//+MdYuXIlPB4Pamtr0dHRgX/7t39Deno61q5di87OTmRkXG4dJYriqOMGU4KhCClEN998M3Jzc/G9730PW7ZsGfx+WloarrwyMZ5wIqG5uQnHjxdBl3ENSBgtrmNhRpoOORYen332ERYsuF3Tm/PjUV9fh7q6Guiz58Y8VtDmR8upubKy8wBEWasplcSmZzE/x4hDh/ZhxYpVyMmJnyBUV1eiqrIc+uy5mi3qGImOJbjCxuP0qePYtOnxhIl7LDZu3Iinn34aANDZ2Yne3l48//zzACQBaWqSHD2mTJkClmUH/y+KIgKBAH7xi1/AbDZDFMUx7cm6urpGHVc2IcrLy0NeXh5mzJiBm2++OaxBE5lPP/1IOvmdfrXicxFCsDDPhPcvtODUqeOYNy8xr++ePV9L18w6/bKfiaII0S+9eRv7fRBFcdwPtp4l4Bii6RXR+fPnpBbXRm2aio7GoikmnGiVVkX/8A/fjdu8UnaBB2+7Im5zysGV6TpcqOhCc3MTcnNj9xHUCunp6Zg8eTJ+//vfw2Kx4L333kNm5tj74D//+c+xb98+CIKAVatWyTbuSMKumtuxYwe6urpw/PhxEEIwb948pKdH159HqzQ1NeLw4QPg0q6KmyHjtZl67K7j8Nmn/4sbb7wp4Z6+HA47Dh7cBzZlCsgobTJ8PRUQfZInYXm3F8ebXeP2jiGEwKxjNS5EJSCGSZouQx6JRcfi5skGHDpyEPfdtyYuN9eurk4cO3YEbOqVEfsOqk1hmh5AP4qLz8Z8rSZlpIZV4RbNuJFCCMHPfvYzfOc734HP58O0adPGbeWzatUqPPLII0hPT4fFYkFLS8uoVXKRjjuSsIVo//792LZt22CXv+3bt+Oll17CokWLwp5M67z//n+DMBx0GdfGbU6WECzMM+KTiiqUlZ1PuBYRu3fvgtfrgSlv9BVkNE3MLLx2V0RdXZ1SL52syFpcaIEF+WYca3bj448/wLe/vVXx+b7+eicEQYQxLfFS+GkGFhkmHufPn8Py5ffGNJaaZ322br383/m2227DbbfdNux7wWK0d955BwDw8ssvAwBuuWXssvPg7443briELUS/+MUv8Pbbb6OwUDoHUFlZie9+97v44ovEaE0civLyCzh16jh0k2bF1AAvGq7PNmJPnROff/a/CSVETqcDn3/xKThLLljDGGdUojDyNPMEvRq1+QlWUiXK/tBQzDyDmyYbcKjoCFavfkjRvSKXy4VvvvkKXEo+GJ1FsXmUZLqVQ8nFMs0frk4Gwr66brcb2dmXPnxZWVnweCK3qdcigiDgv/7rz2B5E3QZ18R9fp4huCXXiOKSc6irq437/NHyyScfwu1yQpcpb2WRRceiV6M2PxculILhdJq09QmH2/JMYIm0F6okBw7sgdvtUuXzJBfTbDzcbjfq6+vUDiXpCVuIHnnkEWzcuBFvvPEG3nzzTTz66KN47LHHlIwtbhw8uA+1tdXgM2fH3GUzWubnGKFjGU1a949GY2MDdu78ApytYOzVUJSYeQb9drsm7fjLykoTbn9oKBYdixuzDThy5KBiXoeCIODLLz8Ha8pMqIKOkUyxSmfEktUpX0uE/Wn61re+hX/6p39CV1cXOjs78f3vfx/Lly8f9zV2ux3f+c538NRTT+HBBx9EaWkpmpubsWHDBmzYsAE7duyI+S8QK3a7He+9919gTZngRqn6GgtRFCEKUtrpbJsr5v5CRp7B9Vl6FB09pNnVQJBAIIA//vF1gOGgz5LHBmUoQZuf/n7ttDAApLNNbW0tYE3KuG3Ei1vzTBCEgGIO8CdPHkdXVwf4tKsUGT9epOoZmHUsqqsr1Q4l6Qn78f+ZZ57BG2+8MbgZ5Xa7cdddd+HAgbE7Gn700UdYtWoVVqxYgd27d+PVV1+Fx+PB5s2bcccdd+DJJ5/EnXfeidxc9Wz033//XTgcDpgKFkZUsebrqRjc//im1gETx4TchA/FLbkmHGt2Yd++b3D//Q/ENJaSfPrpR6iuroAh91ZFqguHHmq12bSTAisvl/rUxNo2Xm2Geh2uWrUWer28e6I7d30OVmeRpX26mhBCMNnMoramSu1Qkp6whai0NHK7i0ceueT429nZiczMTOzatQuLF0suAgsXLkRRUVFEZX5yUl5+AXv37gaffnXE6aVoqsFCMcnE4YpUHb75ZhdWrFgFlpXX9VsOSktL8NFH74OzTgNvm67IHJcOtfZgyhTttJSuqqoAIQxYQ+IfW7gl14TzZ7tRVHQYt9++RLZx6+pqUFF+AfqsGxI2fTmULDOHouYmBAKBqD+P21/Yht6uDpkjA2zpk/DTn78k+7hqEFKI3n77bbz99tvo7u7GsmXLAEhpqd7eXjzzzDNhTdLV1YU//elPeOONN3D27NnB71utVrS1tUUUcEaGPBU4Pp8P77zzn2B1ZugzZ0U+gExtnUcyf7IR75X2oKGhAvPnz5dlTLloaWnB737/GzB6KwyTlYstKESi6EFmZvRO3nJTW1sFxpAme1sQNZhq5ZFp5nFg/26sXXu/bOP+93/vBWE48KnKHWAVAz4YDAYsX74cO3fuhMfvU2yuLBMHf8AJv9+OnJzoDH17uzqwabo894eh/FdNaHF7/vnnUVZWhg8//BBvvfUWXnrpJVy4cGHM35fTUTsSQgrR2rVrsWzZMqxbtw5//vOfB7+fmpoKszm0k67P58Nzzz2H5557Djk5OfB6vYM/czgcEe+tdHbaIchw0//ww7+hoaEBxil3KG7lEwlXpeth0rH45JPPMW2a8u4O4WK32/Gv//ozuNxeGKfdreg1C6bmGhpa0N6ujX0iQRBQXl4OxjJN7VBkgRCCG7P1+LKiAmfOlMlywNXlcuKbb/aAS5miqBmsKPiw/N7leOaZZyCKIvbvVK5TdLpBeui4cKEK+jAqJbX04BSkoqICXq83qqxWvAi5dk5JSUF+fj4WLFgwaPeTl5cXlggFAgE899xzWLZsGZYtWwaWZWGz2dDc3AwAKCkpibvyAkBDQx0++eRDcNZpmmvzzDEEsyfpcObMSbhcTrXDAQB4PB785jevoK2tFfrcRTH1GwoHHUvAs4ymijZaWprh83mTIi0XZFamAYRInYjl4Nixo/B6PeDTZsgy3lgQhsfOnTvx+uuvY9euXTBwyrmRpA4IUXu7Os7lcjB16lRUVFSgtrYWOTk5cXPUjoSw94h++ctfRjz4+++/jz179qC9vR2ffvopcnNz8dRTT2HLli2YO3cuiouLsX17fE8dBwIBvPnmfwCMDvrsG+M6d7hcN8mAo00unDlzCrfeulDVWHw+H1577f+isrIchrwF4MxZis9JCJE6tWrIXaGurgYAwMhcqq4mKToW0206HD16EA88sC7m8fbv3wtWbwOjsFgTlofb2YOPP/4YAKC3Kbg61zFgCFGs1D0ezJkzB6dPn4bJZALLsnFz1I4ERQ/NrF+/HuvXr7/s+wUFBSgpKcHWrVvDWlnJyRdffIq6uhoY8hbG3UEhXPKtPFL0LE6dOq6qEPn9fvzud79GSck56CffBN46JW5zW3igp0c7K6LGxnqAMGD02ku9xMI1GXp8XtmG1tYWZGfnRD1OZ2cHKisvQpc5O+H8EseDIQQmHYv+/j61Q4maWbNm4cMPP8S8efNQU1MTN0ftSFDl9GZhYeGgVVA8aWxswIcf/g1cypS43lQjhSEEhak8SorPqmYvIonQb3DmzCnos+dBlxrffy8zz6BPQ6m5xsYGsPoUEJL4hQpDuTJNh88BnDt3JiYhOnGiCADAx9gYUYuYeQK7XRt7ldFQWFiI8vJyPPHEE/jyyy/j5qgdCerYCKiAIAj44x//AJGwMOTMUzuckBSm6nC6tQ91dTWYPj2+Fvo+nw+/+92vL4mQCp01LTyDeg0JUVNTEwiv7GoontVgQdKNHNKMHMrKSnDXXfdEPc7p0yfBGlIV3z9UA55gWJFVpNjSJ4VV4RbNuOHAMAyuvfZazJ4tWXHFy1E7EiaMEO3c+TmqqysVO4QpN0F7kcrKirgKkc/nxWuv/Qrnzp2BPmcedCo5J5t1DBxOB/x+PzhO3bepIAjo7OoAY1V2Ez6e1WBDybNwqI7BxsbjceNi+QWwtsRz2Q4HniEx+WqqedYn6KIddLEJumyPhZyO2pEwIYSotbUFH3zwHjhLHjhrYpTf2vQMLHoONXE81e3zefHqq/8XxcVnoc+ZD53C1U/jESzhttv7kZqqboFAX18vAn4/OF7Z/cxgNZgoiti1axdSFawGG0peCofiqh709vbAZou8x01VVSWEQAD6OBSyqAEhgChqz/cwmUj8o88hEEURb731BgSRQJ8zP2E2UgkhyDQyaG5qiMt8UnXcrwZE6CZVRQiQVkQANFE5FywjJ7xR0XkIK7k9f/zxx3C73dBz8fl4Zpqk59GWluaoXl9ZWQ4g8a2PxkIQRdoGQmGS/uoeOLAXFy6Ugs+8HozCNxK5yTCyaG1tUXyeQCCAP/zhtYF03Hzo0uJfSDIS86DfnPrVSsGKKYbVfko3GtIGzsp0dER3VqahoR6szqzoIVY1CYgAm2AdZhONpBaivr4+vPvfO8CaMhW1HFGKFB0Dh9MJv98f+pejRBRF/PnP/4mTJ49Bnz1X9ZVQkKAQaaFs1m53SH9I0hutTS8JUVdXdGdlmluaAYULOdTEHQDM5th8JCnjk9RC9Le//QUulyuhUnJDuXQzVq509LPPPsb+/Xugy7gWunTtWAqZ4vB3DxefT6qYSgaPudHgGAKWEHg87qhe393VBYZP3hu12y/CZIrveceJRtIKUWVlBQ4c2As+7SqwCdpNk2Mk8fQrVMZ77twZvP/+f4OzTpW9y2qsGDgCAmji/IbPN3D9k+wM0VB0HBO1EDmddhBWm4fDY8UviLB7/EhLSx5rJy2SlEIkiiL+8pc/g+GN0E+6Tu1woia4iBOEgOxj9/b24PU3fgfWYINh8s2aWzEyhMCoYzUhRJeujfwOytoi8veA3++XOumq1NlYafo8AYgAMjKSsxBDKySlEJ04UYSqqgrwk2aBKLTJGDx8uGrVKhgMBnj88pd3+gdcxnle/r2JHf/1NpxOJ/S5t6nWHj0URo6B0+lQO4xL55iSuITXGxCg00X+PhsU6Rg7FGuVLrf0EJiVla1yJMmNNu9AMSAIAj744K9g9TbwtgLF5onH4UOPX/pwG43yVvtdvFiG48eOQjdplqbTlgZWaj+hNsEbdLA1fLLhF0QEBBEGQ+RVgSzLSqXNovyrdi3Q6pD+zfPytGsJlgwknRAdO3YELS1NMOQtVLRDZDwOH9p9AjiOg14vb9nwJ598CIY3Qpdxjazjyo2BJXCPYcgYT6xWSaxFvxvQsHBHS69HEpH09MsdmMPBbEmB2x+984CWabb7kZaaCotFnoaclNFJqtScKIr47PNPwOqt4FKU7XMUj8OHPe4A0tPSZT1M19nZgeLic+BshXFJycWSwtRzRBM9mVJSrAAGhCgJ6R5IP02aFJ2hZXp6BgS/+ilUJajv96NwhnaqSZOVpBKi8vILqK+rAZd2leY236Oh0yUgO0dey/WzZ08DEMHFySVZFHxYvlxKYd59991w+8PfS9CxBG63+iui4A1a8KmfJlSCtoH0U05OdE0i83LzAK/6573kpscdQK/bj6uu0nbmIBlIqtTcgQN7wbA8eNt0tUOJGb8got3px/yp8nrj1dZWg+EMcXNJjiWFyTMkJtdjuTAYDLClpsHhVb+CTwka+33ISE+HzRZd2nHKlKk4dGg/BL8LDJdY7iXjUdEtpRuvueZalSNJfpJmReT1enHs2FEwlnzNVoFFQovDD0EUMW2avAUXnZ0dILw5bivGWFKYPKsNIQKA/LwpED3q+97JjSiKaLAHUHBF9M7ZV14ppa4Czji10ybDP988o8x7+WKXBxnp6cjLUzbNT0kiIbp4sRQejztpGnPV9ko34OCHXC4ku6DESFuyhMAf0EY1VmHhDATcPRADyvcIiiftTin9dO21s6IeY9q0AhgMRgTs0ZmmRgqXMjyFeHW6/IdpPQEB1b1+XH/DvKRI82udpBGi8+eLQQgD1qRMB8F4U93jRVZWVlS2/ONhsVgAITFupiyRntgFQf3zO4WFVwIQEXB3qh2KrFzsktJPc+bcEPUYLMvi+utvQMDRHJd2CXzqDICRzgcuzDdh/mT504EXOj3wBQTcfLPyvXgoSSRElZUVYAzpSZGW8wVE1PT6MGfOXNnHzsnJRcDbnxBnYi45S6gvRDNmXAWGZeG3K++GHk/Od3owdeq0qEu3g8ybdwsEvxsBR6tMkY0NIQRkQIhmTjIosmI52+ZGelo6Zsy4SvaxKZeTNELU1NQERm9VOwxZqOrxwi+IMT2ljsWVV14FiEL88vkxoKWEiNFoxNVXzYTgVDD9FKe9jyBtDj+a+n1YsOCOmMe6/vq5MBpN8PVWyxCZuvS4A6js8WLBwjtoH6I4kRRX2ePxwOHoB+GT49DZ+Q43TEYjrrlGfp+8a665Dnq9Ab6+WtnHlhutmcbccMNcBNy9EDzKlCrHY+9jKKdaXWAYgltvXRDzWDzPY+HC2xHob4DgV7/kPhZOtrgAEbjjjjvVDmXCkDRCBCA50nKCiAtdXsy98aZLHmcyotPpcOutCwZuGNo+oBkYyMixrDZcr+fPvxUAUUzE+dQZACTX8ZUzUhTZ+wjiCQg41ebGjTfeNOgcEStLly6HKArwdVfIMp4a+AURJ1vdmDVrTtQHfCmRkxRCFAhWVilo6RMvLnZ64PYLuPXWhYrNcffd90IUAvB1XVBsDjkIiCI4ltVM1VJaWhpmzrwWgb5aiAqYfEp/TwKWADdNNin69z7T6obbJ2D58hWyjZmTMxk33HAj/D0VEBOkIGYk59rdsHsDWH7PSrVDmVAk/p0bgMUiNa0SA4nvboIBHgAAIABJREFUd3WmzY1Umw0zZyrXviI3Nw8333wrfN3lEHzqW+iMhU8Qo3KEVpJFixYj4LXHZVNeKfyCiEONLlxRcMVANaB8rFy5GoLfA28CrooEUcThRhfy8vJjKmenRE5SCBHP62A0miD6Ejs33ecJoLzbgwULFyu+SfrggxvAMICn7bSi88SCNyBCr9dWw7X582+B2WyBr7tc7VCi5kyrCz1uP1atflD2VVdh4ZWYNWsO/F1lCXfm6kKnB20OH1asWKWZVfhEISmECACmTp0OwdMVvwkVqHA63eqCKAK337445rFCkZmZhZUrVsHfVwd/nA4iRorHL8Jg0JZlDM/zWLJkKfz2JggJaPnjE0Tsa5BWQ7Nny1+VCQBr166XVkWdpYqMrwSiKGJ/gxOZmZn07JAKJI0QzZgR35Pvclc4CaKIE60eXHPNtcjOltfodCxWrlyNnJxceFuPQwxow0pnKC6/AEtKfDzxImHp0nvAsgy8Gt9jG42jjU70uv1Y++DDij31T59+BW6+5Tb4ui9qOvU7lAtdHjT1+3DffQ9opjhmIpE0QnT99TcCogC/vSEu8/GpMwZXRXdOM8dc4VTe5UWv24+lS5fLEV5Y8DyPp5/+DgSfE+7Wk8pMEsPK0ekHLBbtCVFaWhoWLLgd/t5qzVceDsXuFbC/wYnr59yg+B7IQw8+PJD6PaPoPHIgiCK+qXUiKysLCxbcrnY4E5KkEaLCwiuRnj4Jvt6auMwnne6WbrJzsowxP10ebXIiNTUVN9xwoxzhhU1h4QysXLka/t4a+PrqZB8/lpWj3SfIbnEkFytW3A+IQkKln3bX2uETRKxb/4jic02alIkV994Pf18t/Bo/PF3c7karw4c1a9bR1ZBKJI0QEUKwZMlSBBytCLi71Q4nItqdflT1eHHnncsVOTsUilWr1qKgoBDeluMQfPI2OONTZwweNL4yTRf2ytEviHB6A0hNTZM1HrnIzp6M225bBH9PZUIc4Kzv8+Jkiwt3370Cubl5cZlzxYr7kZaWAW/ribh40EWDXxCxu9aJKflT6N6QiiSNEAHA0qV3Q683wNtRonYoEXG0yQmO47B4sTonuTmOw7e/vQU8x8DddFjWmwYhBGSgR01eCh/2yrFvoH11Wlq6bLHIzf33PyCtijrOqx3KuAREEZ9W2pGamopVq9bGbV693oBHHvl7BNw9mj2zdqzZiR63H+vWb6J2PiqSVFfeZDLjnntWwN/fAL+zTe1wwsLlE3CmzYNbb10o2wn3aMjKysbjj38LAWcHvO3FqsURpCfG9tXxIDs7B3fcsURaFXm12731cIMTLXYfNm16AkZjfKsQ586dj+uvnwtvR4nmrpHLJ2BfvQvXzrwO1103R+1wJjRJJUQAcO+9wXTASc2mA4ZyosUFX0DA3Xffq3YouPXWBVi0aDG8nefhd6jrMt09IESZmVmqxhGKVavWgmVZeNrPqR3KqHS6/NhT58CNc+dj/vyb4z4/IQSPPfYUeI6Fp+WEIo4U0bKv3gG3L4D1Gx6l54ZURnEh8vl8eOaZZ3D06FEAQHNzMzZs2IANGzZgx44dss+n1+vx6KOPI+Du0XyKzi+IONosPZFNmaKNhn6PPPIEcnJy4Wk+qmpFWIcrAJ7jYm5PoDRpaelYvvxe+PtqEXDF8RxbGAiiiP8t7wev0+ORR59ULY709Aw8+OAG+B3N8GvEbLfL5UdRkwsLFi7G1KnT1A5nwqOoEPn9fmzevBnNzZcOTL7wwgvYvHkz3n33XezatQtNTU2yzzt37nwsWHA7vJ3nEXB1yD6+XJS0u9Hv0ZavlV6vx+bN3wMRffA0H1XtCbbD5Ud2dk5C5O1XrFgFs9kCT/tpTT3xFzW5UNvrxcMb/x5paeoWfSxbthxXXDED3rZTmih531VtB8fzePDB9WqHQkEcVkT/8i//glmzpDMLgUAApaWlWLx4MQghWLhwIYqKihSZd9Omx5GelgFP02EIfu150ImiiMNNLuROzsXs2derHc4w8vOn4uENj8Bvb1bNyqbdJSA3L1+VuSPFZDJh9eoHEXC0xa1ddig6XX58XevA7NnXY9Ei5Z06QsEwDJ588h9AxAA8LSdUjaWm14vSTg9WrFyt2arMiYaitcIcxyEnJ2fwa5fLhezs7MGvrVYr2toiKyrIyAi351AK/s//+Ql+9KMfwdN0GIYpd4BoyJ27qseLFrsP33vqIWRlaa+h34YND6KsrBgnT50Ga84BG8emg26/gB6XH9dccxUyM7V3oHU01q1bg927d6K94wxYS46q7zVBFPHhxX7o9AY899wPkJGhjfdXZuZMbNq0Ee+88w58ffXgrVPiHoMgithZbUdGejo2bVoPg8EQ9xgolxPXQytGoxFe7yUrGYfDEXEqo7PTDkEI7zU2WzYeffRJvPXWG/C0nYEhW/7W29FyqNEJq9WK666bh/Z2bXqWPfro0ygt/RE8zUdgnHZX3G6urQ6pjXlaWrZmr81oPPTQw3jttV/B11MFXdoM1eI41OBEfZ8XzzzzLQiCTlPX8Pbb78aePfvQ2HISnCkLhIuvqe3ZNjea+n145pmH0d/vQ3+/vJZgifLgpDXi+tjGsixsNtvgnlFJSQny85VNv9xxx51Ytmw5fF0XNGNN3+LwobLbi7vvvhc8z6sdzpjYbKl44olvIeDqiquDQJNdujlMn14QtznlYO7c+bjyyqvh6yxWzXm61eHDN3UOzJt3k6I9raKF4zg8/fR3gIBHOVupMfAGpMOrBdOvwC23xN6VliIfcc8fPPXUU9iyZQt+/vOfo7i4GEuWLFF8zocffgyzZs2Bp/WEJpymDzU4odfpsGTJMrVDCcn8+bfgpptuha+jBAFPb1zmbOr3I9Vm06y9z1gQQvDww49C8LlVsf7xCyL+52I/TCYLHnvsac2WJE+dOg333bdGsv/pb4zbvIcaHOjz+PHwxscSoghmIhGXf42XX34Zt9xyCwDgrrvuwr//+79jzpw5eO+992A2mxWfn2VZPPvs95CfNwWepkOqltn2egIobvfg9juWwmwOd79LXR555HEYjUZ4Wo7FpSqs0e7HFTI3bIsXBQWFuPnmoPN0fK1/9tY50GL34Ykn/wFWqzb2hcbivvvWIDc3X7L/iYPze783gEONLsybdxOuvPJqxeejRIYqjwWFhYVYtWoVbLb4OQkYjSb84Ac/hs1qhbtxv2qnvI80OgECLF+u/gHWcLFabXj44UcRcHbA11ul6FwOr4Aul1/2zqHxZO3a9SAQ4e2In0NFY78PBxocWLjwDsydOy9u80aLlKL7NgS/Ky7NGffUOuAXgYce2qj4XJTImVDr07S0NDz33PPQ8wzcDXvjfp7B5RdwosWNm266TdPWNaOxcOEdmHHl1fC1n1W0JXtdn/R0nMhClJWVjTvvvAu+3ioInj7F5/MJUpVcqi0VGzc+pvh8clFQUIh77lkBX08V/A7lLLnanX6canXhzjvvRnZ2TugXUOLOhBIiAMjNzcP/94N/BBHccDfsi+um8olmF7wBAffee3/c5pQLQggee/RJiAEvPAp60dX1+cBxHAoKChWbIx7cf/8a6HgdPHFYFe2ptaPd6cOTT30bJpPyqW45Wb36IWRMyoS39RhEIaDIHN/U2sHr9JJJLUWTTDghAqSn7S3f/T4Edw9cjQcU+wAMZdDO59pZCWspMmXKVCxevBS+ngrFnvRr+3y44opCTVcThoPVasPdd98Df18dAu4exeZp7PfhUKMTt9++BLNmaetgdDjo9Xo88fi3EPD0K2LJ1dTvw/kOD+65Z6Xm980mMhNSiABgzpy5eOqpf0DA0Qp3HKxszg3Y+fzd392n6DxKs2bNQ9Dr9PC0n5V9bLdfQLPdh2uuuU72sdXgnnvuG2hLosyqKCBIXnLWFBs2bFC+2Z1SXHfdbNx226L/v707jY3qvNcA/sxiezxjj/fdBuLxbjAGYsBmM16wIU57Q8hNKKGXXqfpVROpkXLzIY3UBpUmraKqootaVUpaxYraRt2SVgooxCooCXAvccpNFEhYHMDgfZ8Zz8zZ7oexjXd77GHOzJzn98nYx8M/J8w857znff8vhIHLfp+Z2XrDAYvF25WfgpdmgwjwPvc4cOAxiCM3l7WlsT5yaYvXFEXB2dtjyM7KRmnpOp//nmBitcZh794miKMdkMb6/fraN4YFKApQWFjs19dVS0xMDOrrG73n6h5MfT9724luh4DDX//PkBuSm+nRRw/BZDLB48cO3bdGPLg66MbevQ8iOtrsl9eke0PTQQR4t42oqamHMHAZnoEvfPrdpQbR1UEPehwCGhqbgnZthy/q6xthNlv8vm9R+5AHEUYj8vJCd6LCTPX1jYiMjPL75nmDLgmnbzmxYcMmbNxY4dfXVoPVGodHHjkI0dkDcQlb1utNi/eIO33TgRiLBTU1e/xRIt1Dmg8inU6Hr33tP1Bevgnu7o8h2v3fDfzD207Ex8WFzWru6Ggz9u17EKKj0693Re3DAvLyCxEREem311RbbKwV1dW1EEdv+nUb9neujUJvMOLQoSN+e0217dy5Gzmr1kDovQhFXngSkWGRILpjF3B10IOGxib2kwsBmg8iwNsZ+Fvfego5OavgunPWrw+XuxwC2oc8qK3bC6MxoK397qmamj2INlv89oDZ7pHQ7RBQUrLWL68XTPbs2Qu9TufzHfd8rg668cWAG1/56sNBv1+TL/R6PQ4/fgSS4ISn//KKXuv9Ww6YTCbs3l3vp+roXmIQjYuKMuE73/lvxJjNcN/5wG+rvc/ddiIyIgK7dtX45fWChclkQsOevRDtd/wS3NeHvOe7pCS0n6HNJTExCZs3V0Icvr7i5QKSrODkdQdSU1JRV9fopwqDR15egbczxcDnkAXnsl5j0CXhUr8bu3fXw2zms6FQwCCaIjExCU8//QwUwQnXnbMrfmhq98j4pNeNqm07ERMTGu18fFFTU4+IiEh4BlZ29QoA1wY9sJjNWL16zcoLC0J1dQ1QJAHC8Jcrep227jH0OgU8+tjhkJ/iPp8DBx6DXodlP4M8f8cJnU6PuroGP1dG9wqDaIb8/EIcOvR1iPbOFX/AtnU5IckKamvD8w0RExOLnTt3Qxq5uaK+aoqi4PqwiJLSdWHbjDI3Nw+rV+dCHLq67Ascj6TgzC0n8vMKUF6+0c8VBo/k5BTU1tZDGG6H5ON6Nbck4+NuFyoqtiAhIfEeVUj+Fp7v+hWqrq7D/fdvgdD7ybK3GpcUBRe63CgpLkVWiOw0uhz19Y1QFGVFO7n2OiWMukWUlpb5sbLgU1NTB8k9vOx/U//b6cSoW8LDBx4Li9mXC9m376uIjIz0eQ3Wp70uuEU5bC/+whWDaA46nQ5HjjyBhIREuDvPQ5FFn1/ji343RtwiamrDe+poamoaNmzYBHH42rznyRi38L5C14a8vetCfY3VYioqtiIyMgrCkO+NYz2Sgg9vj2Ft6ToUFBTdg+qCi9VqRV3deGcKH+6KPupyITMjM6R7FWoRg2geZrMFzc3fguQehbv3E59//6OuMcTHx2P9+vAdQplQX98IWXTPu/4jIm7Ngr9/bdCD9LQ0JCUl34PqgofJZMLmzZWQRm/5fHHzcfcYHB4JDzT92z2qLvjs2bMPxoiIJe/t1O0QcWdUwK7q2rC/Yww3DKIFFBeXorq6FsLA5z7tYTToknBt0IOdO2tgMBjuYYXBobCwGJlZ2RAGr/j8/EOUFdwYEVEagn3SlqOychsUWfRpvZo83pnDZsvTxN3QBKvVil07ayCO3FjSM8j/6xmDXq8Lm/V6WsIgWsSBA4/BEhMLd0/bkj9kL3Z73zTbt++6l6UFDZ1Oh7raBkiuQcg+LnC9NSJAkOSwnLY9l8LCYljj4iEO31jy71wZ8GDIJaKh4QHNXenX1zcCS3gGqSgKPu3zoLS0DFZr4PY5I/9gEC3CbLbg3x85CMnZB3H01qLHy4qCi71uFBWXhtyeQyuxdes2b4NPHyctXB/yQK/XhU1/ucXo9XpsrtgKydm15DVF/9Pp7cxRXh78G975W2pqGsrLN0AcuQ5Fmb9L/m27iGGXiM2bKwNYHfkLg2gJtm3biYyMLAh9n0JR5AWPvTUiYHBMRFXVjgBVFxxMJhO2b98JafQWZHHpG+ddH/JgzZpcTS083LSpAoosQXR0LnrssFvC9UEPdu6qDavOHL6orq6FLLggjt6e95hLfS7o9XpNPJMNRwyiJdDr9di//xFI7pFFGzJ+2utChNEYFo0ofbVrVy0URYY43L6k412ijDt2QTPDchPy8wthscQs+ME64ZMeFxRAcxc2U61dux7x8QkQh+b/d3VlUEBBQWFYLhzXAgbREm3cWIH09EwIg1/M+6xIVhR81u/B+vJNiI6ODnCF6svOzkGuLd/bymYJz9Nujni3fSguDo/9h5ZKr9ejrKwcsrN70TvsT/rcsOXmITU1LUDVBR+9Xo+qqh0QnV2QRdesnw+7JfQ4BKxbV65CdeQPDKIl0ul02LNnL6SxAUhjvXMec2tEgMMj4f77twS4uuCxa+duSO6RJS3a/HLIA6PBoMk1H+vWlUMWXZBdg/MeMzAmotsuoILPPbB1axWgKBBHO2b9bKJPYSjuUEteDCIfVFZuR1SUCcI8QwSX+90wGgxYt067b4iJRZviEhZtfjki4L7cPERGhs+2D0tVWurtMi46uuY95nK/91nbhg3am6QwU1ZWDlJT0yHNEUQ3hr19CsO5g0m4YxD5ICoqClu2TCxInD3j6cqggKKiEk0Oy00wmUyoqNgCyd6x4KJN9/i24FqZLTdTbKwV2dmrIDm65z3m6qAHmRmZSElJDWBlwUmn02Hjxk2QnD2zZhveGBFRUFgStn0KtYD/53y0ZUvV+ILE6VeyA2Mi+pwC1pVtUKmy4FFVtQOyJCy4aPPWqPf5kJYWaM5UUrIWsqsfijxlWrLeiEijDoKs4OaIgJIw77/ni7KyDd7JMM674e0UZAyOiWG1q68WMYh8VFBQhGizBaJ9+oyn9vFx6nDvl7YUhYXFsFrjFly0eWtEgE6n0+TzoQmFhUVQZAmS627XDp3eiCiDHh0jAkRZ0dxEjoXk5RXAGBEx7S7yzqj37mjNmly1yiI/YBD5yGAwYH3ZesjObgB3Z4a1D3tgtVqRkZGpXnFBQq/XY/PmhRdt3hoRkJ2VrelhTJutAAAgOWdPfukY/4DNzy8MaE3BzGg0oiC/EPKUyUJdDu/w7+rVCzfWpeDGIFqGoqJSyMLYtKmkN0clFBaWaK4Fy3w2bdo876JNWVFw2y7CllegQmXBw2q1IjU1fc62SLdHBaSmpHJdzAz5+YWQXEOTzx97HCISExI0tSA6HDGIlmHiAbvsGQUAjLgljLhE5Gn8g3WqvLwCmM2WORdt9o9JcIsycnPzVKgsuNhseVDcA7PWXXU6JNzH8zOLzeY9JxPvvQGXhKzs1WqWRH7AIFqG1NQ0mKLNUAQHAO/VKwB+sE5hMBgmF21OHcIE7p6v++6zqVBZcMnNtUESxqCId7tLuyUFwy4R2dmrVKwsOE0MwSmCffJ7GRkZapVDfsIgWgadToc1q+/DxAdsp12EXq9HTg4/OKZau7ZsfNHm0LTvd9oFREZE8Hka7n6wTl3Y6hS83Ra4Lma22Fgr4uLiIY9fBAJAamq6ihWRPzCIlik7++6HRLdDRFpamiYXZi6kqKgEACA5e6Z9v9MuISdnNdd9AON3PbppM+cmMKjnlp2dA0xZo6alLvfhip8Ey5SRkTX5dY9TRDbHqWdJTExCYmLytHY/iqKg2yli1eo16hUWREwmE1JT0yC7h6d9X6fThf2OtcuVnj49oBMTk1SqhPyFQbRMM1e78+p1bnl5+VCmXO0Pu2W4RZnPP6bIyVkFxTM9iBITEjS77cNi0tOnD8UlJiaqVAn5iypB9Jvf/AYPPfQQmpub0de3eHPMYDSzG3JaGsep57JmTS7kKQ/ie5zeIRU+/7grOzsHknt0WkukhETeDc2nsnIHdu2qmfxzdDSnboe6gAdRW1sbWltb8ac//QlPPPEEjh8/HugS/CI1NQ0NDfsm/8x+YHObOYGjl0E0y8Qw78SUZIBX+Qsxm83TGsFy7V7oC3gQffDBB2hqaoLBYMDWrVvxr3/9K9Al+M3U4aWkJD4wncvMwOlzirDGxsJi4ULNCZmZ3mFd2T0y+T2rNV6tcogCLuCD0A6HAyUl3tlUOp0OTqfTp99PSgqeD7DYWNPk1zZbFgwGg4rVBKfk5BhEREZC8Hh78fWNychZtQopKbEqVxY84uLyodPpxu+IvEsC0tOTeY4WEBfnHY6zWCw8T2Eg4EEUExODsbG7zwzsdvsCR8/W32+HLC+++2cgjI7ebfEzMOBboGpJcnIKOu94OywMuCSsSUxBb+/oIr+lLXHxCbB7Rid3bNXro3iOFjA87H2/mUzRQXWeGIrLE/ChufLycpw7dw4A8OWXXyIhISHQJfiNweDNcT4fWtiBhx8FAHgkBQ6PxAWIc8hIz/B2CxgPIrPZonJFoYETFcJDwO+IKisr8Ytf/ALHjh3DRx99hMOHDwe6BL/ZsGETmpv/C6u5JmZB69dvBAAMub377jC4Z0tJScUXV68B4z3n2MRzYRMXgZmZWYscSaEg4EFkMBjw+uuvo7W1FXv37sWmTaG7DXJUVBS2bdupdhkhY8jlDaLkZE5Nnik5OQWS4II+Kh56ye7tHkDzKiwsxje/+W2UlKxVuxTyA1VWzEVGRqKxsVGNv5pUNOz2DjuxY8Bsd9vU6JCQkIT4+NAdsg4Eo9GIysrtapdBfsLOChQwDkGGwWBAbKxV7VKCzkSbGkV0LHIkUfhhEFFAxcfFsdnpHCaDSPKoXAlR4PETgQIqPoEdA+bCoTjSMgYRBVRcHD9w52I0GmGxcA0KaRODiALKauXzofnExcWpXQKRKhhEFFBWKz9s58MgIq1iEFFAxcRw+Gk+DCLSKgYRBVRMTPA0rQ02DGnSKgYRBRR7qM1vIogkSVK5EqLAYhBRQLGH2vwm9mhyjnFRK2kLg4gCindE85sIadeUbVKItECVXnOkLTqdDvffvxl2u31KTzWayWJhSJM2MYjontPpdPj2t59Ru4ygZzJFq10CkSo4NEcUJLjJG2kVg4goSJhMJrVLIFIFg4goSERFRaldApEqGEREQSIqindEpE0MIqIgERERoXYJRKpgEBEFCW4YSFrF6dtEQWTr1m3sOUeao1MURVG7CF/099shyyFVMhFpREoKLyKWg2MBRESkKgYRERGpikFERESqYhAREZGqGERERKQqBhEREamKQURERKpiEBERkaoYREREpCoGERERqSrkes3p9Tq1SyAiIj8KuV5zREQUXjg0R0REqmIQERGRqhhERESkKgYRERGpikFERESqYhAREZGqGERERKQqBhEREamKQURERKoKuRY/gfD3v/8db775Ji5duoRVq1YhLS0Nn3/+OVpbW9UuLWj9/Oc/x1tvvYWMjAwAQEREBF577bV5j//hD3+IJ598EikpKYEqMWgIgoAXXngBnZ2d8Hg8eOmll2Cz2eY8tqOjA5cvX0ZdXV2Aq1SfL+eJQhvviObw4IMPoqWlBcXFxTh69Ch+9atfqV1SSDh48CBaWlrQ0tKyYAgBwAsvvKDJEAKAEydOIDo6Gi0tLXjyySfx+uuvz3vs7du3cerUqQBWFzx8OU8U2nhH5IPf/e53ePfdd2G32/Hb3/4WV65cwV//+lf86Ec/AgDU1NSgtbUVHR0deP7557FlyxacOHECb7zxBuLi4lSuPvD+8pe/4MqVK+jp6YHD4cCvf/3ryZ8dPnwYL7/8MrKzs1WsUB3p6ek4e/Ys2traUFtbi9raWpw9exY//elPYTQakZ+fj6NHj+InP/kJzpw5g76+Phw+fBjNzc2orq5Wu/yAmes8TbzHAO9deFZWFrKystDS0gKDwYD29nZUVlbi+eefV7l68gWDyAd6vR5vvPEGXnzxRXz44YcLXtFfvHgRDz30EP7xj38EsEJ1/f73v8c///lPAMDx48cBAG+//TZeffVVFBUVqVhZcKmoqMAPfvAD/PKXv4TD4cDLL7+Mvr4+/PjHP0ZiYiL279+P/v5+PPvss9i+ffu0ix0tmes8zefcuXN4++23kZycjOrqagZRiGEQ+eDhhx8GACQlJcHj8cz6+djY2OTXNpsN+/fvD1htweDgwYNobm6e9r2mpiaG0AzXrl1Dfn4+Xn31VZw8eRLPPPMMvvGNb+Cll16CxWKBoijT/i1p1Vznaaqp56iqqgqZmZkAAJPJFNA6aeX4jMgHFotl2p8jIiIwMDAAAGhra5v8GgBiYmICWluw4nmY7a233sKbb74JACgpKYHb7caxY8dw/PhxHDt2bNqxJpMJTqcTAKC1HVvmOk8T7zlBEHDmzJnJY81ms1plkh/wjmgF1q5dC7fbje9973uwWq1IS0tTuyQKAUeOHMFzzz2H999/H6Io4ujRozh58iQOHTqExMRExMTEoKurC9nZ2SgtLYWiKHj88cdhs9lw9OhRtcsPmLnO06VLl/Dcc88hKysL+fn5apdIfsKN8YiISFUcmiMiIlUxiIiISFUMIiIiUhWDiIiIVMUgIs2oqalBR0eH2mUQ0QwMIiIiUhWDiIiIVMUgorAlyzK+//3vY/v27Xj22WchCAIA4Gc/+xl27NiB6upq/O1vfwMA/OEPf5jWn+ypp57CO++8o0rdRFrDIKKwdeLECXz22Wd47733sGfPHvT09KCzsxMXLlzAyZMn8cc//hGvvPIKAKC+vh6nT5+GJElwu91oa2vTVKdrIjWxxQ+FrY8//hgNDQ2IiopCQ0MDrFYrMjIy8N3vfhevvfYazp8/j76+PgDeRrY2mw0XLlyAy+VCRUUFoqOjVf4vINL9/4EBAAAA/UlEQVQG3hFR2FIUBTqdbvLPer0eXV1dePrpp5GTkzNra4WGhgacOnUK7733HhobGwNdLpFmMYgobJWVleHdd9+Fx+PBqVOnMDQ0hIsXL6KsrAxNTU04ffr0tOPr6+vR2tqK8+fPc1iOKIAYRBS2HnjgAeTm5qK6uhp//vOfkZKSgoaGBly5cgU7duzAtWvXYDab0d7eDgBIS0tDSkoKCgsLua0AUQCx+zbROFEU8eKLL6Kqqgr79u1TuxwizeAdEdG4bdu24fr166irq1O7FCJN4R0RERGpindERESkKgYRERGpikFERESqYhAREZGqGERERKQqBhEREanq/wEYS78VAJlOtgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"sex\",\n",
    "                    kind=\"violin\", split=True, data=tips,\n",
    "                    order = ['Thur', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "关于小提琴图，官方教程还有涉及到其他参数的用法，如果你是个追求精益求精的人，请自行查阅[seaborn官方文档的API文档](http://seaborn.pydata.org/generated/seaborn.violinplot.html#seaborn.violinplot)。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分类估计图\n",
    "\n",
    "对于其他的应用，您可能不希望显示每个类别内的分布，而是希望显示这些值的集中趋势的估计值。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **barplot()**\n",
    "\n",
    "当每个类别中对应有多个观察值时，barplot会获取每个分类的估计值（默认是均值），它还会使用bootstrapping法来计算估计值周围的置信区间，并使用误差线进行绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3db4d6be0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.725x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "titanic = pd.read_csv('../dataset/titanic.csv')\n",
    "sns.catplot(x=\"sex\", y=\"survived\", hue=\"class\", kind=\"bar\", data=titanic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **countplot()**\n",
    "\n",
    "另一种条形图，您想显示的每个类别中的观测值的个数，而不是为第二个变量计算统计量。这类似于分类变量而非定量变量的直方图。在seaborn中，使用**countplot()**功能很容易做到："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3db5163a0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"deck\", kind=\"count\", data=titanic, palette=\"ch:.25\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "还可以设置更多的参数以改变图形的样式："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3db5242b0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.725x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(y=\"deck\", hue=\"class\", kind=\"count\",\n",
    "            palette=\"pastel\", edgecolor=\".6\",\n",
    "            data=titanic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **pointplot()**\n",
    "\n",
    "**点图**，是一种点估计，是分类变量的不同分类所对应的值的平均值的点估计值。\n",
    "\n",
    "该功能提供了一种可视化相同信息的替代样式。该函数还使用另一轴上的高度对估计值进行编码，但是它不会显示完整的条形图，而是绘制点估计值和置信区间。此外，**pointplot()**连接相同的**hue**参数类别的点。这使您很容易看出主要关系是如何随着色调语义而变化的，因为您的眼睛非常擅长识别坡度的差异："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3db54aa90>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.725x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"sex\", y=\"survived\", hue=\"class\", kind=\"point\", data=titanic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "尽管分类功能缺少**style**参数，但我们依然可以通过改变参数使得图形的差异化更大："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2d3db6c5d00>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"class\", y=\"survived\", hue=\"sex\",\n",
    "            palette={\"male\": \"g\", \"female\": \"m\"},\n",
    "            markers=[\"^\", \"o\"], linestyles=[\"-\", \"--\"],\n",
    "            kind=\"point\", data=titanic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
